import os
import cv2
import numpy as np
import pandas as pd
import pickle
import matplotlib.pyplot as plt
import plotly.graph_objects as go
from sklearn.preprocessing import OneHotEncoder
from sklearn.model_selection import train_test_split
from tqdm import tqdm
from plotly.offline import init_notebook_mode
init_notebook_mode(connected=True)
# Importing Base class Tensorflow
import tensorflow as tf
print("Tensorflow Version => ",tf.__version__)
Tensorflow Version => 2.4.0
import plotly.offline as pyo
pyo.init_notebook_mode()
label_dir = "dataset/labels.csv"
datadir = "dataset/"
target_shape = [128,128,3]
height,width,depth = target_shape
train_batch_size = 6
val_batch_size = 4
latent_dim = 100
labels_file = pd.read_csv(label_dir,index_col="frame")
all_files = os.listdir(datadir)
images = []
labels = []
# Iterating through all files
for file in all_files:
# check wether it is not csv file
if not file.endswith(".csv"):
# go through all images -> laod image-> reshape image
for image_name in os.listdir(os.path.join(datadir,file)):
#Load image
image_path = os.path.join(datadir,file) + "/" + image_name
img = cv2.imread(image_path)
# Resize Image
img = cv2.resize(img, (height,width))
# storing images and labels
images.append(img)
labels.append(labels_file.loc[file[:-6]]["label"])
# Converting list to numpy array
images = np.array(images)
labels = np.array(labels)
label_enc = OneHotEncoder()
labels_arr = label_enc.fit_transform(labels.reshape(-1,1)).toarray()
#Shuffling indices
indices = np.arange(images.shape[0])
np.random.shuffle(indices)
# Shuffling images and labels
images = images[indices]
labels = labels[indices]
labels_arr = labels_arr[indices]
nrows = 3
ncols = 4
fig, axes = plt.subplots(nrows=nrows,ncols = ncols)
random_idx = np.random.randint(0,len(images),nrows*ncols)
fig.set_size_inches(16,12)
for idx,i in enumerate(random_idx):
image = images[i]
plt.subplot(nrows,ncols,idx+1)
plt.imshow(image)
plt.title(labels[i])
plt.axis('off')
plt.subplots_adjust(left = 0,wspace = 0.5,hspace = 0)
plt.suptitle("Sample Data")
plt.show()
# Data with preprocessing
img_gen = tf.keras.preprocessing.image.ImageDataGenerator(rotation_range = 40,
horizontal_flip=True,
shear_range = 0.2,
zoom_range = 0.2,
rescale=1/255,
validation_split=0.2)
train_data = img_gen.flow(images,labels_arr, batch_size=train_batch_size,subset='training')
val_data = img_gen.flow(images,labels_arr,batch_size=val_batch_size, subset='validation')
nrows = 2
ncols = 2
fig, axes = plt.subplots(nrows=nrows,ncols = ncols)
fig.set_size_inches(10,12)
temp_img = train_data.next()
for i in range(nrows*ncols):
image = temp_img[0][i]
plt.subplot(nrows,ncols,i+1)
plt.imshow(image)
plt.title(temp_img[1][i])
plt.axis('off')
plt.subplots_adjust(left = 0,wspace = 0,hspace = 0.2)
plt.suptitle("Data with Augmentation")
plt.show()
C:\Users\soura\anaconda3\lib\site-packages\matplotlib\text.py:1165: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison
# Defining model
# We will be training from scratch
model = tf.keras.applications.InceptionV3(include_top=False, weights='imagenet', input_shape=target_shape)
model_InceptionV3 = tf.keras.models.Sequential()
model_InceptionV3.add(model)
model_InceptionV3.add(tf.keras.layers.Flatten())
model_InceptionV3.add(tf.keras.layers.BatchNormalization())
model_InceptionV3.add(tf.keras.layers.Dense(256, activation='relu'))
model_InceptionV3.add(tf.keras.layers.Dropout(0.5))
model_InceptionV3.add(tf.keras.layers.BatchNormalization())
model_InceptionV3.add(tf.keras.layers.Dense(128, activation='relu'))
model_InceptionV3.add(tf.keras.layers.Dropout(0.5))
model_InceptionV3.add(tf.keras.layers.BatchNormalization())
model_InceptionV3.add(tf.keras.layers.Dense(3, activation='softmax'))
model_InceptionV3.layers[0].trainable=False
model_InceptionV3.compile(optimizer="adam",loss="categorical_crossentropy",metrics=["accuracy",
tf.keras.metrics.Precision(top_k=1),
tf.keras.metrics.Recall(top_k=1)])
history_model_InceptionV3 = model_InceptionV3.fit(train_data,batch_size=train_batch_size,validation_data=val_data,epochs=50)
Epoch 1/50 214/214 [==============================] - 34s 100ms/step - loss: 1.3102 - accuracy: 0.4398 - precision: 0.4398 - recall: 0.4398 - val_loss: 0.8677 - val_accuracy: 0.6406 - val_precision: 0.6406 - val_recall: 0.6406 Epoch 2/50 214/214 [==============================] - 17s 81ms/step - loss: 1.0006 - accuracy: 0.5384 - precision: 0.5384 - recall: 0.5384 - val_loss: 0.7718 - val_accuracy: 0.6687 - val_precision: 0.6687 - val_recall: 0.6687 Epoch 3/50 214/214 [==============================] - 17s 81ms/step - loss: 0.9551 - accuracy: 0.5493 - precision: 0.5493 - recall: 0.5493 - val_loss: 0.7024 - val_accuracy: 0.6875 - val_precision: 0.6875 - val_recall: 0.6875 Epoch 4/50 214/214 [==============================] - 18s 82ms/step - loss: 0.9358 - accuracy: 0.5497 - precision: 0.5497 - recall: 0.5497 - val_loss: 0.6841 - val_accuracy: 0.6781 - val_precision: 0.6781 - val_recall: 0.6781 Epoch 5/50 214/214 [==============================] - 19s 90ms/step - loss: 0.8706 - accuracy: 0.5965 - precision: 0.5965 - recall: 0.5965 - val_loss: 0.6568 - val_accuracy: 0.7156 - val_precision: 0.7156 - val_recall: 0.7156 Epoch 6/50 214/214 [==============================] - 21s 97ms/step - loss: 0.8410 - accuracy: 0.5886 - precision: 0.5886 - recall: 0.5886 - val_loss: 0.6272 - val_accuracy: 0.7188 - val_precision: 0.7188 - val_recall: 0.7188 Epoch 7/50 214/214 [==============================] - 18s 84ms/step - loss: 0.8138 - accuracy: 0.6121 - precision: 0.6121 - recall: 0.6121 - val_loss: 0.6073 - val_accuracy: 0.7437 - val_precision: 0.7437 - val_recall: 0.7437 Epoch 8/50 214/214 [==============================] - 19s 87ms/step - loss: 0.7976 - accuracy: 0.6159 - precision: 0.6159 - recall: 0.6159 - val_loss: 0.5803 - val_accuracy: 0.7219 - val_precision: 0.7219 - val_recall: 0.7219 Epoch 9/50 214/214 [==============================] - 25s 118ms/step - loss: 0.7844 - accuracy: 0.6075 - precision: 0.6075 - recall: 0.6075 - val_loss: 0.5705 - val_accuracy: 0.7594 - val_precision: 0.7594 - val_recall: 0.7594 Epoch 10/50 214/214 [==============================] - 27s 125ms/step - loss: 0.8039 - accuracy: 0.6277 - precision: 0.6277 - recall: 0.6277 - val_loss: 0.5448 - val_accuracy: 0.7812 - val_precision: 0.7812 - val_recall: 0.7812 Epoch 11/50 214/214 [==============================] - 21s 100ms/step - loss: 0.7287 - accuracy: 0.6725 - precision: 0.6725 - recall: 0.6725 - val_loss: 0.5600 - val_accuracy: 0.7312 - val_precision: 0.7312 - val_recall: 0.7312 Epoch 12/50 214/214 [==============================] - 19s 89ms/step - loss: 0.7669 - accuracy: 0.6472 - precision: 0.6472 - recall: 0.6472 - val_loss: 0.5040 - val_accuracy: 0.7719 - val_precision: 0.7719 - val_recall: 0.7719 Epoch 13/50 214/214 [==============================] - 18s 84ms/step - loss: 0.7334 - accuracy: 0.6596 - precision: 0.6596 - recall: 0.6596 - val_loss: 0.4510 - val_accuracy: 0.8219 - val_precision: 0.8219 - val_recall: 0.8219 Epoch 14/50 214/214 [==============================] - 17s 79ms/step - loss: 0.7247 - accuracy: 0.6446 - precision: 0.6446 - recall: 0.6446 - val_loss: 0.5062 - val_accuracy: 0.7969 - val_precision: 0.7969 - val_recall: 0.7969 Epoch 15/50 214/214 [==============================] - 17s 78ms/step - loss: 0.7459 - accuracy: 0.6634 - precision: 0.6634 - recall: 0.6634 - val_loss: 0.4793 - val_accuracy: 0.8281 - val_precision: 0.8281 - val_recall: 0.8281 Epoch 16/50 214/214 [==============================] - 19s 90ms/step - loss: 0.7352 - accuracy: 0.6584 - precision: 0.6584 - recall: 0.6584 - val_loss: 0.4488 - val_accuracy: 0.8188 - val_precision: 0.8188 - val_recall: 0.8188 Epoch 17/50 214/214 [==============================] - 23s 107ms/step - loss: 0.7242 - accuracy: 0.6844 - precision: 0.6844 - recall: 0.6844 - val_loss: 0.4568 - val_accuracy: 0.8094 - val_precision: 0.8094 - val_recall: 0.8094 Epoch 18/50 214/214 [==============================] - 16s 75ms/step - loss: 0.6599 - accuracy: 0.7024 - precision: 0.7024 - recall: 0.7024 - val_loss: 0.4872 - val_accuracy: 0.7969 - val_precision: 0.7969 - val_recall: 0.7969 Epoch 19/50 214/214 [==============================] - 23s 106ms/step - loss: 0.7022 - accuracy: 0.6751 - precision: 0.6751 - recall: 0.6751 - val_loss: 0.4456 - val_accuracy: 0.7937 - val_precision: 0.7937 - val_recall: 0.7937 Epoch 20/50 214/214 [==============================] - 19s 88ms/step - loss: 0.7142 - accuracy: 0.6922 - precision: 0.6922 - recall: 0.6922 - val_loss: 0.4419 - val_accuracy: 0.8313 - val_precision: 0.8313 - val_recall: 0.8313 Epoch 21/50 214/214 [==============================] - 20s 93ms/step - loss: 0.7155 - accuracy: 0.6690 - precision: 0.6690 - recall: 0.6690 - val_loss: 0.3997 - val_accuracy: 0.8313 - val_precision: 0.8313 - val_recall: 0.8313 Epoch 22/50 214/214 [==============================] - 20s 94ms/step - loss: 0.7055 - accuracy: 0.6859 - precision: 0.6859 - recall: 0.6859 - val_loss: 0.4070 - val_accuracy: 0.8406 - val_precision: 0.8406 - val_recall: 0.8406 Epoch 23/50 214/214 [==============================] - 16s 77ms/step - loss: 0.6592 - accuracy: 0.6996 - precision: 0.6996 - recall: 0.6996 - val_loss: 0.3752 - val_accuracy: 0.8656 - val_precision: 0.8656 - val_recall: 0.8656 Epoch 24/50 214/214 [==============================] - 20s 92ms/step - loss: 0.6674 - accuracy: 0.6909 - precision: 0.6909 - recall: 0.6909 - val_loss: 0.4183 - val_accuracy: 0.8406 - val_precision: 0.8406 - val_recall: 0.8406 Epoch 25/50 214/214 [==============================] - 21s 98ms/step - loss: 0.6467 - accuracy: 0.7107 - precision: 0.7107 - recall: 0.7107 - val_loss: 0.3695 - val_accuracy: 0.8562 - val_precision: 0.8562 - val_recall: 0.8562 Epoch 26/50 214/214 [==============================] - 19s 88ms/step - loss: 0.6405 - accuracy: 0.7029 - precision: 0.7029 - recall: 0.7029 - val_loss: 0.3552 - val_accuracy: 0.8594 - val_precision: 0.8594 - val_recall: 0.8594 Epoch 27/50 214/214 [==============================] - 19s 87ms/step - loss: 0.6913 - accuracy: 0.6961 - precision: 0.6961 - recall: 0.6961 - val_loss: 0.3855 - val_accuracy: 0.8500 - val_precision: 0.8500 - val_recall: 0.8500 Epoch 28/50 214/214 [==============================] - 19s 89ms/step - loss: 0.6211 - accuracy: 0.7298 - precision: 0.7298 - recall: 0.7298 - val_loss: 0.4511 - val_accuracy: 0.7937 - val_precision: 0.7937 - val_recall: 0.7937 Epoch 29/50 214/214 [==============================] - 21s 99ms/step - loss: 0.6327 - accuracy: 0.7242 - precision: 0.7242 - recall: 0.7242 - val_loss: 0.3950 - val_accuracy: 0.8531 - val_precision: 0.8531 - val_recall: 0.8531 Epoch 30/50 214/214 [==============================] - 18s 83ms/step - loss: 0.6366 - accuracy: 0.7180 - precision: 0.7180 - recall: 0.7180 - val_loss: 0.3333 - val_accuracy: 0.8813 - val_precision: 0.8813 - val_recall: 0.8813 Epoch 31/50 214/214 [==============================] - 18s 83ms/step - loss: 0.6378 - accuracy: 0.7213 - precision: 0.7213 - recall: 0.7213 - val_loss: 0.3534 - val_accuracy: 0.8687 - val_precision: 0.8687 - val_recall: 0.8687 Epoch 32/50 214/214 [==============================] - 19s 89ms/step - loss: 0.6599 - accuracy: 0.7176 - precision: 0.7176 - recall: 0.7176 - val_loss: 0.3493 - val_accuracy: 0.8531 - val_precision: 0.8531 - val_recall: 0.8531 Epoch 33/50 214/214 [==============================] - 17s 81ms/step - loss: 0.6360 - accuracy: 0.7349 - precision: 0.7349 - recall: 0.7349 - val_loss: 0.3147 - val_accuracy: 0.8781 - val_precision: 0.8781 - val_recall: 0.8781 Epoch 34/50 214/214 [==============================] - 17s 81ms/step - loss: 0.6304 - accuracy: 0.7050 - precision: 0.7050 - recall: 0.7050 - val_loss: 0.3362 - val_accuracy: 0.8406 - val_precision: 0.8406 - val_recall: 0.8406 Epoch 35/50 214/214 [==============================] - 17s 78ms/step - loss: 0.6147 - accuracy: 0.7205 - precision: 0.7205 - recall: 0.7205 - val_loss: 0.3061 - val_accuracy: 0.8875 - val_precision: 0.8875 - val_recall: 0.8875 Epoch 36/50 214/214 [==============================] - 20s 95ms/step - loss: 0.6424 - accuracy: 0.7176 - precision: 0.7176 - recall: 0.7176 - val_loss: 0.3545 - val_accuracy: 0.8625 - val_precision: 0.8625 - val_recall: 0.8625 Epoch 37/50 214/214 [==============================] - 18s 82ms/step - loss: 0.5881 - accuracy: 0.7398 - precision: 0.7398 - recall: 0.7398 - val_loss: 0.3455 - val_accuracy: 0.8594 - val_precision: 0.8594 - val_recall: 0.8594 Epoch 38/50 214/214 [==============================] - 19s 87ms/step - loss: 0.6344 - accuracy: 0.7324 - precision: 0.7324 - recall: 0.7324 - val_loss: 0.4062 - val_accuracy: 0.8500 - val_precision: 0.8500 - val_recall: 0.8500 Epoch 39/50 214/214 [==============================] - 16s 73ms/step - loss: 0.5618 - accuracy: 0.7606 - precision: 0.7606 - recall: 0.7606 - val_loss: 0.3089 - val_accuracy: 0.8844 - val_precision: 0.8844 - val_recall: 0.8844 Epoch 40/50 214/214 [==============================] - 18s 84ms/step - loss: 0.6110 - accuracy: 0.7275 - precision: 0.7275 - recall: 0.7275 - val_loss: 0.3199 - val_accuracy: 0.8875 - val_precision: 0.8875 - val_recall: 0.8875 Epoch 41/50 214/214 [==============================] - 18s 82ms/step - loss: 0.6165 - accuracy: 0.7433 - precision: 0.7433 - recall: 0.7433 - val_loss: 0.3767 - val_accuracy: 0.8531 - val_precision: 0.8531 - val_recall: 0.8531 Epoch 42/50 214/214 [==============================] - 21s 100ms/step - loss: 0.5576 - accuracy: 0.7562 - precision: 0.7562 - recall: 0.7562 - val_loss: 0.2811 - val_accuracy: 0.9156 - val_precision: 0.9156 - val_recall: 0.9156 Epoch 43/50 214/214 [==============================] - 23s 106ms/step - loss: 0.5814 - accuracy: 0.7449 - precision: 0.7449 - recall: 0.7449 - val_loss: 0.3251 - val_accuracy: 0.8594 - val_precision: 0.8594 - val_recall: 0.8594 Epoch 44/50 214/214 [==============================] - 16s 74ms/step - loss: 0.6081 - accuracy: 0.7245 - precision: 0.7245 - recall: 0.7245 - val_loss: 0.3506 - val_accuracy: 0.8687 - val_precision: 0.8687 - val_recall: 0.8687 Epoch 45/50 214/214 [==============================] - 16s 77ms/step - loss: 0.5690 - accuracy: 0.7577 - precision: 0.7577 - recall: 0.7577 - val_loss: 0.3137 - val_accuracy: 0.8969 - val_precision: 0.8969 - val_recall: 0.8969 Epoch 46/50 214/214 [==============================] - 17s 79ms/step - loss: 0.5741 - accuracy: 0.7558 - precision: 0.7558 - recall: 0.7558 - val_loss: 0.3395 - val_accuracy: 0.8906 - val_precision: 0.8906 - val_recall: 0.8906 Epoch 47/50 214/214 [==============================] - 18s 82ms/step - loss: 0.5773 - accuracy: 0.7502 - precision: 0.7502 - recall: 0.7502 - val_loss: 0.3282 - val_accuracy: 0.8875 - val_precision: 0.8875 - val_recall: 0.8875 Epoch 48/50 214/214 [==============================] - 16s 76ms/step - loss: 0.5534 - accuracy: 0.7549 - precision: 0.7549 - recall: 0.7549 - val_loss: 0.3001 - val_accuracy: 0.8906 - val_precision: 0.8906 - val_recall: 0.8906 Epoch 49/50 214/214 [==============================] - 18s 82ms/step - loss: 0.5966 - accuracy: 0.7505 - precision: 0.7505 - recall: 0.7505 - val_loss: 0.3011 - val_accuracy: 0.8844 - val_precision: 0.8844 - val_recall: 0.8844 Epoch 50/50 214/214 [==============================] - 18s 82ms/step - loss: 0.6254 - accuracy: 0.7274 - precision: 0.7274 - recall: 0.7274 - val_loss: 0.2891 - val_accuracy: 0.9000 - val_precision: 0.9000 - val_recall: 0.9000
custom_model = tf.keras.models.Sequential()
custom_model.add(tf.keras.layers.Conv2D(64, (3, 3), padding='same', input_shape=target_shape, activation='relu'))
custom_model.add(tf.keras.layers.MaxPooling2D(pool_size=(2, 2)))
custom_model.add(tf.keras.layers.BatchNormalization())
custom_model.add(tf.keras.layers.Conv2D(128, (3, 3), padding='same',activation='relu'))
custom_model.add(tf.keras.layers.MaxPooling2D(pool_size=(2, 2)))
custom_model.add(tf.keras.layers.BatchNormalization())
custom_model.add(tf.keras.layers.Conv2D(256, (3, 3), padding='same',activation='relu'))
custom_model.add(tf.keras.layers.MaxPooling2D(pool_size=(2, 2)))
custom_model.add(tf.keras.layers.BatchNormalization())
custom_model.add(tf.keras.layers.Conv2D(256, (3, 3), padding='same',activation='relu'))
custom_model.add(tf.keras.layers.MaxPooling2D(pool_size=(2, 2)))
custom_model.add(tf.keras.layers.Flatten())
custom_model.add(tf.keras.layers.Dense(128, activation='relu',input_dim=128))
custom_model.add(tf.keras.layers.Dropout(0.3))
custom_model.add(tf.keras.layers.BatchNormalization())
custom_model.add(tf.keras.layers.Dense(128, activation='relu'))
custom_model.add(tf.keras.layers.Dense(3, activation='softmax'))
custom_model.compile(optimizer="adam",loss="categorical_crossentropy",metrics=["accuracy",
tf.keras.metrics.Precision(top_k=1),
tf.keras.metrics.Recall(top_k=1)])
history_custom_model = custom_model.fit(train_data,batch_size=train_batch_size,validation_data=val_data,epochs=50)
Epoch 1/50 214/214 [==============================] - 15s 53ms/step - loss: 0.9768 - accuracy: 0.5050 - precision_1: 0.5050 - recall_1: 0.5050 - val_loss: 1.7910 - val_accuracy: 0.1656 - val_precision_1: 0.1656 - val_recall_1: 0.1656 Epoch 2/50 214/214 [==============================] - 10s 48ms/step - loss: 0.9053 - accuracy: 0.5726 - precision_1: 0.5726 - recall_1: 0.5726 - val_loss: 1.1832 - val_accuracy: 0.2937 - val_precision_1: 0.2937 - val_recall_1: 0.2937 Epoch 3/50 214/214 [==============================] - 10s 47ms/step - loss: 0.7856 - accuracy: 0.6496 - precision_1: 0.6496 - recall_1: 0.6496 - val_loss: 1.1262 - val_accuracy: 0.4969 - val_precision_1: 0.4969 - val_recall_1: 0.4969 Epoch 4/50 214/214 [==============================] - 10s 46ms/step - loss: 0.8381 - accuracy: 0.6192 - precision_1: 0.6192 - recall_1: 0.6192 - val_loss: 0.8198 - val_accuracy: 0.6219 - val_precision_1: 0.6219 - val_recall_1: 0.6219 Epoch 5/50 214/214 [==============================] - 10s 48ms/step - loss: 0.7692 - accuracy: 0.6282 - precision_1: 0.6282 - recall_1: 0.6282 - val_loss: 0.8096 - val_accuracy: 0.6125 - val_precision_1: 0.6125 - val_recall_1: 0.6125 Epoch 6/50 214/214 [==============================] - 11s 49ms/step - loss: 0.7652 - accuracy: 0.6426 - precision_1: 0.6426 - recall_1: 0.6426 - val_loss: 1.5177 - val_accuracy: 0.4156 - val_precision_1: 0.4156 - val_recall_1: 0.4156 Epoch 7/50 214/214 [==============================] - 11s 49ms/step - loss: 0.7408 - accuracy: 0.6447 - precision_1: 0.6447 - recall_1: 0.6447 - val_loss: 3.5200 - val_accuracy: 0.3625 - val_precision_1: 0.3625 - val_recall_1: 0.3625 Epoch 8/50 214/214 [==============================] - 12s 55ms/step - loss: 1.0296 - accuracy: 0.4851 - precision_1: 0.4851 - recall_1: 0.4851 - val_loss: 1.0560 - val_accuracy: 0.4313 - val_precision_1: 0.4313 - val_recall_1: 0.4313 Epoch 9/50 214/214 [==============================] - 11s 49ms/step - loss: 0.9585 - accuracy: 0.5023 - precision_1: 0.5023 - recall_1: 0.5023 - val_loss: 0.7902 - val_accuracy: 0.5656 - val_precision_1: 0.5656 - val_recall_1: 0.5656 Epoch 10/50 214/214 [==============================] - 10s 49ms/step - loss: 0.8984 - accuracy: 0.5652 - precision_1: 0.5652 - recall_1: 0.5652 - val_loss: 0.7225 - val_accuracy: 0.6438 - val_precision_1: 0.6438 - val_recall_1: 0.6438 Epoch 11/50 214/214 [==============================] - 13s 59ms/step - loss: 0.8832 - accuracy: 0.5570 - precision_1: 0.5570 - recall_1: 0.5570 - val_loss: 0.7297 - val_accuracy: 0.6219 - val_precision_1: 0.6219 - val_recall_1: 0.6219 Epoch 12/50 214/214 [==============================] - 11s 51ms/step - loss: 0.8299 - accuracy: 0.5924 - precision_1: 0.5924 - recall_1: 0.5924 - val_loss: 0.7094 - val_accuracy: 0.6219 - val_precision_1: 0.6219 - val_recall_1: 0.6219 Epoch 13/50 214/214 [==============================] - 11s 50ms/step - loss: 0.8660 - accuracy: 0.5635 - precision_1: 0.5635 - recall_1: 0.5635 - val_loss: 0.8576 - val_accuracy: 0.6156 - val_precision_1: 0.6156 - val_recall_1: 0.6156 Epoch 14/50 214/214 [==============================] - 11s 50ms/step - loss: 0.8725 - accuracy: 0.5825 - precision_1: 0.5825 - recall_1: 0.5825 - val_loss: 0.6935 - val_accuracy: 0.6656 - val_precision_1: 0.6656 - val_recall_1: 0.6656 Epoch 15/50 214/214 [==============================] - 11s 50ms/step - loss: 0.8350 - accuracy: 0.5937 - precision_1: 0.5937 - recall_1: 0.5937 - val_loss: 0.6477 - val_accuracy: 0.7219 - val_precision_1: 0.7219 - val_recall_1: 0.7219 Epoch 16/50 214/214 [==============================] - 11s 52ms/step - loss: 0.7908 - accuracy: 0.6192 - precision_1: 0.6192 - recall_1: 0.6192 - val_loss: 0.6328 - val_accuracy: 0.7063 - val_precision_1: 0.7063 - val_recall_1: 0.7063 Epoch 17/50 214/214 [==============================] - 11s 51ms/step - loss: 0.7955 - accuracy: 0.6087 - precision_1: 0.6087 - recall_1: 0.6087 - val_loss: 1.4585 - val_accuracy: 0.6844 - val_precision_1: 0.6844 - val_recall_1: 0.6844 Epoch 18/50 214/214 [==============================] - 11s 53ms/step - loss: 0.7731 - accuracy: 0.6270 - precision_1: 0.6270 - recall_1: 0.6270 - val_loss: 3.9606 - val_accuracy: 0.7000 - val_precision_1: 0.7000 - val_recall_1: 0.7000 Epoch 19/50 214/214 [==============================] - 11s 51ms/step - loss: 0.8032 - accuracy: 0.6327 - precision_1: 0.6327 - recall_1: 0.6327 - val_loss: 0.5960 - val_accuracy: 0.7531 - val_precision_1: 0.7531 - val_recall_1: 0.7531 Epoch 20/50 214/214 [==============================] - 11s 52ms/step - loss: 0.7527 - accuracy: 0.6317 - precision_1: 0.6317 - recall_1: 0.6317 - val_loss: 0.6473 - val_accuracy: 0.6750 - val_precision_1: 0.6750 - val_recall_1: 0.6750 Epoch 21/50 214/214 [==============================] - 11s 51ms/step - loss: 0.7303 - accuracy: 0.6429 - precision_1: 0.6429 - recall_1: 0.6429 - val_loss: 0.6324 - val_accuracy: 0.7000 - val_precision_1: 0.7000 - val_recall_1: 0.7000 Epoch 22/50 214/214 [==============================] - 12s 58ms/step - loss: 0.7211 - accuracy: 0.6705 - precision_1: 0.6705 - recall_1: 0.6705 - val_loss: 0.5742 - val_accuracy: 0.7563 - val_precision_1: 0.7563 - val_recall_1: 0.7563 Epoch 23/50 214/214 [==============================] - 15s 70ms/step - loss: 0.6663 - accuracy: 0.6956 - precision_1: 0.6956 - recall_1: 0.6956 - val_loss: 0.5770 - val_accuracy: 0.7344 - val_precision_1: 0.7344 - val_recall_1: 0.7344 Epoch 24/50 214/214 [==============================] - 16s 76ms/step - loss: 0.7154 - accuracy: 0.6716 - precision_1: 0.6716 - recall_1: 0.6716 - val_loss: 0.7566 - val_accuracy: 0.6687 - val_precision_1: 0.6687 - val_recall_1: 0.6687 Epoch 25/50 214/214 [==============================] - 20s 93ms/step - loss: 0.6583 - accuracy: 0.6845 - precision_1: 0.6845 - recall_1: 0.6845 - val_loss: 0.4493 - val_accuracy: 0.8188 - val_precision_1: 0.8188 - val_recall_1: 0.8188 Epoch 26/50 214/214 [==============================] - 18s 84ms/step - loss: 0.6702 - accuracy: 0.6951 - precision_1: 0.6951 - recall_1: 0.6951 - val_loss: 0.9558 - val_accuracy: 0.5500 - val_precision_1: 0.5500 - val_recall_1: 0.5500 Epoch 27/50 214/214 [==============================] - 18s 83ms/step - loss: 0.6817 - accuracy: 0.6865 - precision_1: 0.6865 - recall_1: 0.6865 - val_loss: 1.4347 - val_accuracy: 0.6250 - val_precision_1: 0.6250 - val_recall_1: 0.6250 Epoch 28/50 214/214 [==============================] - 18s 84ms/step - loss: 0.6936 - accuracy: 0.6841 - precision_1: 0.6841 - recall_1: 0.6841 - val_loss: 0.6106 - val_accuracy: 0.7312 - val_precision_1: 0.7312 - val_recall_1: 0.7312 Epoch 29/50 214/214 [==============================] - 16s 74ms/step - loss: 0.6611 - accuracy: 0.7144 - precision_1: 0.7144 - recall_1: 0.7144 - val_loss: 0.4839 - val_accuracy: 0.8156 - val_precision_1: 0.8156 - val_recall_1: 0.8156 Epoch 30/50 214/214 [==============================] - 16s 73ms/step - loss: 0.6238 - accuracy: 0.7294 - precision_1: 0.7294 - recall_1: 0.7294 - val_loss: 0.4331 - val_accuracy: 0.8375 - val_precision_1: 0.8375 - val_recall_1: 0.8375 Epoch 31/50 214/214 [==============================] - 16s 73ms/step - loss: 0.5643 - accuracy: 0.7487 - precision_1: 0.7487 - recall_1: 0.7487 - val_loss: 0.7649 - val_accuracy: 0.7844 - val_precision_1: 0.7844 - val_recall_1: 0.7844 Epoch 32/50 214/214 [==============================] - 18s 82ms/step - loss: 0.6335 - accuracy: 0.7085 - precision_1: 0.7085 - recall_1: 0.7085 - val_loss: 0.3363 - val_accuracy: 0.8656 - val_precision_1: 0.8656 - val_recall_1: 0.8656 Epoch 33/50 214/214 [==============================] - 17s 82ms/step - loss: 0.6675 - accuracy: 0.7042 - precision_1: 0.7042 - recall_1: 0.7042 - val_loss: 0.5729 - val_accuracy: 0.7437 - val_precision_1: 0.7437 - val_recall_1: 0.7437 Epoch 34/50 214/214 [==============================] - 17s 78ms/step - loss: 0.5744 - accuracy: 0.7593 - precision_1: 0.7593 - recall_1: 0.7593 - val_loss: 0.5279 - val_accuracy: 0.7500 - val_precision_1: 0.7500 - val_recall_1: 0.750068 - accuracy: 0.7676 - precision_1: 0.7676 - recall_1: - ETA: 3s - loss: 0.5680 - accuracy: Epoch 35/50 214/214 [==============================] - 16s 73ms/step - loss: 0.5820 - accuracy: 0.7360 - precision_1: 0.7360 - recall_1: 0.7360 - val_loss: 0.5435 - val_accuracy: 0.7594 - val_precision_1: 0.7594 - val_recall_1: 0.7594 Epoch 36/50 214/214 [==============================] - 16s 74ms/step - loss: 0.5731 - accuracy: 0.7646 - precision_1: 0.7646 - recall_1: 0.7646 - val_loss: 1.1972 - val_accuracy: 0.5500 - val_precision_1: 0.5500 - val_recall_1: 0.5500 Epoch 37/50 214/214 [==============================] - 16s 76ms/step - loss: 0.5438 - accuracy: 0.7654 - precision_1: 0.7654 - recall_1: 0.7654 - val_loss: 0.4254 - val_accuracy: 0.8375 - val_precision_1: 0.8375 - val_recall_1: 0.8375 Epoch 38/50 214/214 [==============================] - 16s 74ms/step - loss: 0.5089 - accuracy: 0.7914 - precision_1: 0.7914 - recall_1: 0.7914 - val_loss: 0.4077 - val_accuracy: 0.8250 - val_precision_1: 0.8250 - val_recall_1: 0.8250 Epoch 39/50 214/214 [==============================] - 16s 74ms/step - loss: 0.5575 - accuracy: 0.7578 - precision_1: 0.7578 - recall_1: 0.7578 - val_loss: 0.5978 - val_accuracy: 0.7063 - val_precision_1: 0.7063 - val_recall_1: 0.7063 Epoch 40/50 214/214 [==============================] - 16s 73ms/step - loss: 0.5380 - accuracy: 0.7650 - precision_1: 0.7650 - recall_1: 0.7650 - val_loss: 3.1841 - val_accuracy: 0.4531 - val_precision_1: 0.4531 - val_recall_1: 0.4531 Epoch 41/50 214/214 [==============================] - 16s 74ms/step - loss: 0.5357 - accuracy: 0.7563 - precision_1: 0.7563 - recall_1: 0.7563 - val_loss: 0.7997 - val_accuracy: 0.6781 - val_precision_1: 0.6781 - val_recall_1: 0.6781 Epoch 42/50 214/214 [==============================] - 16s 74ms/step - loss: 0.5256 - accuracy: 0.7789 - precision_1: 0.7789 - recall_1: 0.7789 - val_loss: 0.6315 - val_accuracy: 0.7719 - val_precision_1: 0.7719 - val_recall_1: 0.7719 Epoch 43/50 214/214 [==============================] - 14s 64ms/step - loss: 0.6169 - accuracy: 0.7166 - precision_1: 0.7166 - recall_1: 0.7166 - val_loss: 3.3632 - val_accuracy: 0.4781 - val_precision_1: 0.4781 - val_recall_1: 0.4781 Epoch 44/50 214/214 [==============================] - 17s 78ms/step - loss: 0.5972 - accuracy: 0.7483 - precision_1: 0.7483 - recall_1: 0.7483 - val_loss: 0.8131 - val_accuracy: 0.6469 - val_precision_1: 0.6469 - val_recall_1: 0.6469s - loss: 0.5724 - acc Epoch 45/50 214/214 [==============================] - 13s 63ms/step - loss: 0.7085 - accuracy: 0.6755 - precision_1: 0.6755 - recall_1: 0.6755 - val_loss: 0.5101 - val_accuracy: 0.8219 - val_precision_1: 0.8219 - val_recall_1: 0.8219 Epoch 46/50 214/214 [==============================] - 14s 64ms/step - loss: 0.5875 - accuracy: 0.7264 - precision_1: 0.7264 - recall_1: 0.7264 - val_loss: 0.5257 - val_accuracy: 0.7500 - val_precision_1: 0.7500 - val_recall_1: 0.7500 Epoch 47/50 214/214 [==============================] - 14s 64ms/step - loss: 0.7334 - accuracy: 0.6632 - precision_1: 0.6632 - recall_1: 0.6632 - val_loss: 0.7317 - val_accuracy: 0.6125 - val_precision_1: 0.6125 - val_recall_1: 0.6125 Epoch 48/50 214/214 [==============================] - 14s 66ms/step - loss: 0.7614 - accuracy: 0.6407 - precision_1: 0.6407 - recall_1: 0.6407 - val_loss: 0.6236 - val_accuracy: 0.7188 - val_precision_1: 0.7188 - val_recall_1: 0.7188 Epoch 49/50 214/214 [==============================] - 14s 65ms/step - loss: 0.7781 - accuracy: 0.6605 - precision_1: 0.6605 - recall_1: 0.6605 - val_loss: 0.5485 - val_accuracy: 0.8156 - val_precision_1: 0.8156 - val_recall_1: 0.8156 Epoch 50/50 214/214 [==============================] - 14s 66ms/step - loss: 0.7112 - accuracy: 0.6897 - precision_1: 0.6897 - recall_1: 0.6897 - val_loss: 0.5975 - val_accuracy: 0.7750 - val_precision_1: 0.7750 - val_recall_1: 0.7750
fig = go.Figure(data=go.Scatter(
y=history_model_InceptionV3.history["val_loss"],
mode='lines+markers',
marker=dict(size=np.array(history_model_InceptionV3.history["val_loss"]),
color=np.array(history_model_InceptionV3.history["val_loss"])*50),
name="IncptionV3"
))
fig.add_trace(go.Scatter(
y=history_custom_model.history["val_loss"],
mode='lines+markers',
marker=dict(size=np.array(history_custom_model.history["val_loss"]),
color=np.array(history_custom_model.history["val_loss"])*50),
name="Custom Model"
))
fig.update_layout(title=go.layout.Title(text="Test Loss Comparison",
font=go.layout.title.Font(size=25)))
fig.show()
# select real samples
def generate_real_samples(dataset, n_samples):
# split into images and labels
images, labels = dataset
# choose random instances
ix = np.random.randint(0, images.shape[0], n_samples)
# select images and labels
X, labels = images[ix]/255., labels[ix]
# generate class labels
y = np.ones((n_samples, 1))
return [X, labels], y
# generate points in latent space as input for the generator
def generate_latent_points(latent_dim, n_samples):
# generate points in the latent space
z_input = np.random.randn(latent_dim * n_samples)
# reshape into a batch of inputs for the network
z_input = z_input.reshape(n_samples, latent_dim)
return z_input
# use the generator to generate n fake examples, with class labels
def generate_fake_samples(generator, latent_dim, n_samples):
# generate points in latent space
z_input = generate_latent_points(latent_dim, n_samples)
# predict outputs
images = generator.predict(z_input)
# create class labels
y = np.zeros((n_samples, 1))
return images, y
# custom activation function
def custom_activation(output):
logexpsum = tf.keras.backend.sum(tf.keras.backend.exp(output), axis=-1, keepdims=True)
result = logexpsum / (logexpsum + 1.0)
return result
# define the standalone supervised and unsupervised discriminator models
def define_discriminator(in_shape=(128,128,3), n_classes=3):
# image input
in_image = tf.keras.layers.Input(shape=in_shape)
# downsample
fe = tf.keras.layers.Conv2D(64, (3,3), strides=(2,2), padding='same')(in_image)
fe = tf.keras.layers.LeakyReLU(alpha=0.2)(fe)
# downsample
fe = tf.keras.layers.Conv2D(128, (3,3), strides=(2,2), padding='same')(fe)
fe = tf.keras.layers.LeakyReLU(alpha=0.2)(fe)
# downsample
fe = tf.keras.layers.Conv2D(128, (3,3), strides=(2,2), padding='same')(fe)
fe = tf.keras.layers.LeakyReLU(alpha=0.2)(fe)
# downsample
fe = tf.keras.layers.Conv2D(64, (3,3), strides=(2,2), padding='same')(fe)
fe = tf.keras.layers.LeakyReLU(alpha=0.2)(fe)
# flatten feature maps
fe = tf.keras.layers.Flatten()(fe)
# dropout
fe = tf.keras.layers.Dropout(0.4)(fe)
fe = tf.keras.layers.Dense(256)(fe)
fe = tf.keras.layers.Dense(128)(fe)
# output layer nodes
c_out_layer = tf.keras.layers.Dense(n_classes)(fe)
# supervised output
c_out_layer = tf.keras.layers.Activation('softmax')(c_out_layer)
# define and compile supervised discriminator model
c_model = tf.keras.models.Model(in_image, c_out_layer)
c_model.compile(loss='categorical_crossentropy', optimizer=tf.keras.optimizers.Adam(lr=0.0002, beta_1=0.5), metrics=['accuracy',
tf.keras.metrics.Precision(top_k=1),
tf.keras.metrics.Recall(top_k=1)])
# unsupervised output
d_out_layer = tf.keras.layers.Lambda(custom_activation)(fe)
# define and compile unsupervised discriminator model
d_model = tf.keras.models.Model(in_image, d_out_layer)
d_model.compile(loss='binary_crossentropy', optimizer=tf.keras.optimizers.Adam(lr=0.0002, beta_1=0.5))
return d_model, c_model
# define the standalone generator model
def define_generator(latent_dim):
# image generator input
in_lat = tf.keras.layers.Input(shape=(latent_dim,))
# foundation for 4x4 image
n_nodes = 1024 * 4 * 4
gen = tf.keras.layers.Dense(n_nodes)(in_lat)
gen = tf.keras.layers.LeakyReLU(alpha=0.2)(gen)
gen = tf.keras.layers.Reshape((4, 4, 1024))(gen)
# upsample to 8x8
gen = tf.keras.layers.Conv2DTranspose(128, (4,4), strides=(2,2), padding='same')(gen)
gen = tf.keras.layers.LeakyReLU(alpha=0.2)(gen)
# upsample to 16x16
gen = tf.keras.layers.Conv2DTranspose(128, (4,4), strides=(2,2), padding='same')(gen)
gen = tf.keras.layers.LeakyReLU(alpha=0.2)(gen)
# upsample to 32x32
gen = tf.keras.layers.Conv2DTranspose(128, (4,4), strides=(2,2), padding='same')(gen)
gen = tf.keras.layers.LeakyReLU(alpha=0.2)(gen)
# upsample to 64x64
gen = tf.keras.layers.Conv2DTranspose(128, (4,4), strides=(2,2), padding='same')(gen)
gen = tf.keras.layers.LeakyReLU(alpha=0.2)(gen)
# upsample to 128x128
gen = tf.keras.layers.Conv2DTranspose(128, (4,4), strides=(2,2), padding='same')(gen)
gen = tf.keras.layers.LeakyReLU(alpha=0.2)(gen)
# output
out_layer = tf.keras.layers.Conv2D(3, (7,7), activation='tanh', padding='same')(gen)
# define model
model = tf.keras.models.Model(in_lat, out_layer)
return model
# define the combined generator and discriminator model, for updating the generator
def define_gan(g_model, d_model):
# make weights in the discriminator not trainable
d_model.trainable = False
# connect image output from generator as input to discriminator
gan_output = d_model(g_model.output)
# define gan model as taking noise and outputting a classification
model = tf.keras.models.Model(g_model.input, gan_output)
# compile model
opt = tf.keras.optimizers.Adam(lr=0.0002, beta_1=0.5)
model.compile(loss='binary_crossentropy', optimizer=opt)
return model
# generate samples and save as a plot and save the model
def summarize_performance(step, g_model, c_model, latent_dim, dataset, n_samples=16):
# prepare fake examples
X, _ = generate_fake_samples(g_model, latent_dim, n_samples)
# scale from [-1,1] to [0,1]
X = (X + 1) / 2.0
# plot images
for i in range(n_samples):
# define subplot
plt.subplot(4, 4, 1 + i)
# turn off axis
plt.axis('off')
# plot raw pixel data
plt.imshow(X[i, :, :, :],)
# save plot to file
filename1 = 'logs/generated_plot_%04d.png' % (step+1)
plt.savefig(filename1)
plt.close()
# evaluate the classifier model
X, y = dataset
X = X/255.
loss, acc,precision,recall = c_model.evaluate(X, y, verbose=0)
print('Classifier Accuracy: %.3f%%, Precision: %.3f%%, Recall: %.3f%%' % (acc * 100,precision,recall))
if step %10 == 0:
# save the generator model
filename2 = 'logs/g_model_%04d.h5' % (step+1)
g_model.save(filename2)
# save the classifier model
filename3 = 'logs/c_model_%04d.h5' % (step+1)
c_model.save(filename3)
print('>Saved: %s, %s, and %s' % (filename1, filename2, filename3))
return loss,acc,precision,recall
# train the generator and discriminator
def train(g_model, d_model, c_model, gan_model, train_dataset,test_dataset, latent_dim, n_epochs=50, n_batch=6):
# calculate the number of batches per training epoch
bat_per_epo = int(train_dataset[0].shape[0] / n_batch)
gan_loss,gan_acc,gan_precison,gan_recall = [],[],[],[]
print('n_epochs=%d, bat_per_epo=%d' % (n_epochs, bat_per_epo))
# manually enumerate epochs
for epoch in tqdm(range(n_epochs),desc="EPOCHS =>"):
for i in tqdm(range(bat_per_epo),desc="Training on Epoch {} =>".format(epoch+1)):
# update supervised discriminator (c)
[Xsup_real, ysup_real], _ = generate_real_samples(train_dataset, n_batch)
c_loss, c_acc,_,_ = c_model.train_on_batch(Xsup_real, ysup_real)
# update unsupervised discriminator (d)
[X_real, _], y_real = generate_real_samples(train_dataset, n_batch)
d_loss1 = d_model.train_on_batch(X_real, y_real)
X_fake, y_fake = generate_fake_samples(g_model, latent_dim, n_batch)
d_loss2 = d_model.train_on_batch(X_fake, y_fake)
# update generator (g)
X_gan, y_gan = generate_latent_points(latent_dim, n_batch), np.ones((n_batch, 1))
g_loss = gan_model.train_on_batch(X_gan, y_gan)
# summarize loss on this batch
print('>%d, c[%.3f,%.0f], d[%.3f,%.3f], g[%.3f]' % (i+1, c_loss, c_acc*100, d_loss1, d_loss2, g_loss))
# evaluate the model performance every so often
loss,accuracy,precision,recall = summarize_performance(epoch, g_model, c_model, latent_dim, test_dataset)
gan_loss.append(loss)
gan_acc.append(accuracy)
gan_precison.append(precision)
gan_recall.append(recall)
return gan_acc,gan_precison,gan_recall,gan_loss
X_train,X_test,Y_train,Y_test = train_test_split(images,labels_arr,test_size=0.2,stratify=labels_arr)
# create the discriminator models
d_model, c_model = define_discriminator(target_shape)
# create the generator
g_model = define_generator(latent_dim)
# create the gan
gan_model = define_gan(g_model, d_model)
# load image data
train_dataset = [X_train,Y_train]
test_dataset = [X_test,Y_test]
# train model
gan_acc,gan_precison,gan_recall,gan_loss = train(g_model, d_model, c_model, gan_model, train_dataset,test_dataset, latent_dim)
n_epochs=50, bat_per_epo=213
EPOCHS =>: 0%| | 0/50 [00:00<?, ?it/s] Training on Epoch 1 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 1 =>: 0%|▎ | 1/213 [00:02<10:14, 2.90s/it]
>1, c[1.065,50], d[0.008,4.861], g[0.008]
Training on Epoch 1 =>: 1%|▌ | 2/213 [00:03<04:48, 1.37s/it]
>2, c[1.122,17], d[0.008,4.859], g[0.008]
Training on Epoch 1 =>: 1%|▊ | 3/213 [00:03<03:07, 1.12it/s]
>3, c[1.430,33], d[0.008,4.858], g[0.008]
Training on Epoch 1 =>: 2%|█ | 4/213 [00:04<03:53, 1.12s/it]
>4, c[1.180,33], d[0.007,4.856], g[0.008]
Training on Epoch 1 =>: 2%|█▎ | 5/213 [00:05<02:51, 1.21it/s]
>5, c[1.049,50], d[0.007,4.849], g[0.008]
Training on Epoch 1 =>: 3%|█▋ | 6/213 [00:05<02:14, 1.54it/s]
>6, c[1.133,50], d[0.006,4.834], g[0.008]
Training on Epoch 1 =>: 3%|█▉ | 7/213 [00:05<01:50, 1.87it/s]
>7, c[1.519,17], d[0.004,4.795], g[0.009]
Training on Epoch 1 =>: 4%|██▏ | 8/213 [00:06<01:33, 2.18it/s]
>8, c[1.769,50], d[0.002,4.713], g[0.010]
Training on Epoch 1 =>: 4%|██▍ | 9/213 [00:06<01:23, 2.43it/s]
>9, c[1.084,50], d[0.001,4.537], g[0.013]
Training on Epoch 1 =>: 5%|██▋ | 10/213 [00:06<01:17, 2.60it/s]
>10, c[1.019,50], d[0.000,4.195], g[0.022]
Training on Epoch 1 =>: 5%|██▉ | 11/213 [00:07<01:14, 2.73it/s]
>11, c[0.920,33], d[0.000,3.648], g[0.049]
Training on Epoch 1 =>: 6%|███▏ | 12/213 [00:07<01:11, 2.80it/s]
>12, c[9.682,17], d[0.000,2.685], g[0.187]
Training on Epoch 1 =>: 6%|███▍ | 13/213 [00:07<01:08, 2.93it/s]
>13, c[0.833,50], d[0.002,1.403], g[0.996]
Training on Epoch 1 =>: 7%|███▋ | 14/213 [00:08<01:05, 3.04it/s]
>14, c[2.913,33], d[0.000,0.315], g[3.075]
Training on Epoch 1 =>: 7%|████ | 15/213 [00:08<01:02, 3.15it/s]
>15, c[4.585,33], d[3.997,0.909], g[0.797]
Training on Epoch 1 =>: 8%|████▎ | 16/213 [00:08<01:01, 3.18it/s]
>16, c[8.845,17], d[0.000,5.929], g[0.038]
Training on Epoch 1 =>: 8%|████▌ | 17/213 [00:08<01:00, 3.24it/s]
>17, c[22.902,50], d[0.000,10.097], g[0.015]
Training on Epoch 1 =>: 8%|████▊ | 18/213 [00:09<01:00, 3.20it/s]
>18, c[4.990,67], d[0.004,5.912], g[0.020]
Training on Epoch 1 =>: 9%|█████ | 19/213 [00:09<00:59, 3.24it/s]
>19, c[1.909,33], d[2.445,4.721], g[0.037]
Training on Epoch 1 =>: 9%|█████▎ | 20/213 [00:09<01:00, 3.21it/s]
>20, c[4.755,17], d[0.001,4.643], g[0.030]
Training on Epoch 1 =>: 10%|█████▌ | 21/213 [00:10<00:59, 3.22it/s]
>21, c[4.217,33], d[0.009,3.435], g[0.037]
Training on Epoch 1 =>: 10%|█████▉ | 22/213 [00:10<00:58, 3.27it/s]
>22, c[1.503,33], d[0.008,4.191], g[0.051]
Training on Epoch 1 =>: 11%|██████▏ | 23/213 [00:10<00:59, 3.20it/s]
>23, c[0.968,50], d[0.002,3.738], g[0.042]
Training on Epoch 1 =>: 11%|██████▍ | 24/213 [00:11<00:57, 3.29it/s]
>24, c[1.069,50], d[0.001,3.327], g[0.112]
Training on Epoch 1 =>: 12%|██████▋ | 25/213 [00:11<00:55, 3.36it/s]
>25, c[1.181,0], d[0.001,2.579], g[0.235]
Training on Epoch 1 =>: 12%|██████▉ | 26/213 [00:11<00:56, 3.34it/s]
>26, c[0.921,67], d[0.000,2.064], g[0.519]
Training on Epoch 1 =>: 13%|███████▏ | 27/213 [00:12<00:55, 3.35it/s]
>27, c[1.576,17], d[0.001,1.337], g[1.492]
Training on Epoch 1 =>: 13%|███████▍ | 28/213 [00:12<00:54, 3.37it/s]
>28, c[1.116,67], d[0.000,0.564], g[2.466]
Training on Epoch 1 =>: 14%|███████▊ | 29/213 [00:12<00:53, 3.42it/s]
>29, c[0.765,50], d[0.000,0.353], g[1.984]
Training on Epoch 1 =>: 14%|████████ | 30/213 [00:12<00:53, 3.42it/s]
>30, c[1.192,67], d[0.000,0.326], g[1.727]
Training on Epoch 1 =>: 15%|████████▎ | 31/213 [00:13<00:53, 3.40it/s]
>31, c[1.662,0], d[0.000,0.958], g[1.885]
Training on Epoch 1 =>: 15%|████████▌ | 32/213 [00:13<00:54, 3.35it/s]
>32, c[1.036,33], d[0.002,1.348], g[5.122]
Training on Epoch 1 =>: 15%|████████▊ | 33/213 [00:13<00:53, 3.33it/s]
>33, c[0.627,83], d[0.017,0.003], g[7.663]
Training on Epoch 1 =>: 16%|█████████ | 34/213 [00:14<00:54, 3.31it/s]
>34, c[0.846,67], d[0.300,0.012], g[4.557]
Training on Epoch 1 =>: 16%|█████████▎ | 35/213 [00:14<00:53, 3.32it/s]
>35, c[1.020,33], d[0.002,0.205], g[3.603]
Training on Epoch 1 =>: 17%|█████████▋ | 36/213 [00:14<00:53, 3.31it/s]
>36, c[1.064,50], d[0.003,0.607], g[7.027]
Training on Epoch 1 =>: 17%|█████████▉ | 37/213 [00:15<00:52, 3.36it/s]
>37, c[0.900,67], d[0.070,0.010], g[6.001]
Training on Epoch 1 =>: 18%|██████████▏ | 38/213 [00:15<00:53, 3.27it/s]
>38, c[1.500,50], d[0.008,0.306], g[4.406]
Training on Epoch 1 =>: 18%|██████████▍ | 39/213 [00:15<00:53, 3.25it/s]
>39, c[1.069,33], d[0.004,0.766], g[7.634]
Training on Epoch 1 =>: 19%|██████████▋ | 40/213 [00:15<00:53, 3.24it/s]
>40, c[0.656,83], d[0.091,0.003], g[7.354]
Training on Epoch 1 =>: 19%|██████████▉ | 41/213 [00:16<00:52, 3.26it/s]
>41, c[1.212,33], d[0.011,0.100], g[3.838]
Training on Epoch 1 =>: 20%|███████████▏ | 42/213 [00:16<00:51, 3.32it/s]
>42, c[1.005,67], d[0.144,1.871], g[8.188]
Training on Epoch 1 =>: 20%|███████████▌ | 43/213 [00:16<00:55, 3.07it/s]
>43, c[0.746,67], d[5.825,2.374], g[0.456]
Training on Epoch 1 =>: 21%|███████████▊ | 44/213 [00:17<00:53, 3.17it/s]
>44, c[1.188,33], d[0.043,1.323], g[0.813]
Training on Epoch 1 =>: 21%|████████████ | 45/213 [00:17<00:52, 3.23it/s]
>45, c[0.770,67], d[0.093,1.706], g[2.022]
Training on Epoch 1 =>: 22%|████████████▎ | 46/213 [00:17<00:51, 3.27it/s]
>46, c[1.912,0], d[0.289,1.021], g[2.900]
Training on Epoch 1 =>: 22%|████████████▌ | 47/213 [00:18<00:49, 3.35it/s]
>47, c[2.419,17], d[0.979,1.128], g[1.044]
Training on Epoch 1 =>: 23%|████████████▊ | 48/213 [00:18<00:49, 3.36it/s]
>48, c[1.892,0], d[0.273,1.618], g[1.424]
Training on Epoch 1 =>: 23%|█████████████ | 49/213 [00:18<00:48, 3.36it/s]
>49, c[0.660,67], d[0.869,1.376], g[1.256]
Training on Epoch 1 =>: 23%|█████████████▍ | 50/213 [00:19<01:01, 2.64it/s]
>50, c[1.227,50], d[0.626,1.823], g[0.969]
Training on Epoch 1 =>: 24%|█████████████▋ | 51/213 [00:19<00:57, 2.82it/s]
>51, c[1.475,17], d[0.439,1.006], g[1.237]
Training on Epoch 1 =>: 24%|█████████████▉ | 52/213 [00:19<00:53, 2.99it/s]
>52, c[1.072,50], d[0.852,0.736], g[1.097]
Training on Epoch 1 =>: 25%|██████████████▏ | 53/213 [00:20<00:52, 3.08it/s]
>53, c[2.019,0], d[0.835,0.980], g[0.835]
Training on Epoch 1 =>: 25%|██████████████▍ | 54/213 [00:20<00:50, 3.16it/s]
>54, c[0.474,100], d[0.729,0.943], g[0.882]
Training on Epoch 1 =>: 26%|██████████████▋ | 55/213 [00:20<00:49, 3.21it/s]
>55, c[0.741,83], d[0.677,0.949], g[0.850]
Training on Epoch 1 =>: 26%|██████████████▉ | 56/213 [00:21<01:06, 2.35it/s]
>56, c[2.720,50], d[0.227,1.635], g[1.125]
Training on Epoch 1 =>: 27%|███████████████▎ | 57/213 [00:21<01:00, 2.58it/s]
>57, c[1.037,67], d[0.453,0.742], g[1.287]
Training on Epoch 1 =>: 27%|███████████████▌ | 58/213 [00:22<00:55, 2.78it/s]
>58, c[0.931,67], d[0.839,0.717], g[0.967]
Training on Epoch 1 =>: 28%|███████████████▊ | 59/213 [00:22<00:53, 2.86it/s]
>59, c[0.840,67], d[0.551,0.854], g[0.842]
Training on Epoch 1 =>: 28%|████████████████ | 60/213 [00:22<00:51, 2.99it/s]
>60, c[0.985,67], d[0.475,0.808], g[0.957]
Training on Epoch 1 =>: 29%|████████████████▎ | 61/213 [00:23<00:54, 2.78it/s]
>61, c[1.023,50], d[0.699,0.767], g[0.925]
Training on Epoch 1 =>: 29%|████████████████▌ | 62/213 [00:23<00:54, 2.79it/s]
>62, c[1.689,0], d[0.396,0.881], g[1.053]
Training on Epoch 1 =>: 30%|████████████████▊ | 63/213 [00:23<00:50, 2.96it/s]
>63, c[0.875,50], d[0.459,0.617], g[1.178]
Training on Epoch 1 =>: 30%|█████████████████▏ | 64/213 [00:24<00:48, 3.05it/s]
>64, c[1.115,50], d[0.422,1.824], g[0.810]
Training on Epoch 1 =>: 31%|█████████████████▍ | 65/213 [00:24<00:47, 3.14it/s]
>65, c[2.245,17], d[0.548,1.431], g[0.622]
Training on Epoch 1 =>: 31%|█████████████████▋ | 66/213 [00:24<00:45, 3.24it/s]
>66, c[0.980,50], d[0.383,1.015], g[0.903]
Training on Epoch 1 =>: 31%|█████████████████▉ | 67/213 [00:24<00:47, 3.07it/s]
>67, c[1.975,33], d[0.656,0.929], g[0.834]
Training on Epoch 1 =>: 32%|██████████████████▏ | 68/213 [00:25<00:50, 2.87it/s]
>68, c[1.021,50], d[0.519,0.992], g[0.927]
Training on Epoch 1 =>: 32%|██████████████████▍ | 69/213 [00:25<00:48, 2.99it/s]
>69, c[0.526,67], d[0.612,0.829], g[0.881]
Training on Epoch 1 =>: 33%|██████████████████▋ | 70/213 [00:25<00:46, 3.10it/s]
>70, c[0.774,50], d[0.591,0.976], g[0.955]
Training on Epoch 1 =>: 33%|███████████████████ | 71/213 [00:26<00:44, 3.16it/s]
>71, c[1.236,67], d[0.574,1.132], g[1.005]
Training on Epoch 1 =>: 34%|███████████████████▎ | 72/213 [00:26<00:43, 3.21it/s]
>72, c[1.696,33], d[0.536,1.067], g[1.060]
Training on Epoch 1 =>: 34%|███████████████████▌ | 73/213 [00:26<00:43, 3.25it/s]
>73, c[1.604,0], d[0.407,0.828], g[1.062]
Training on Epoch 1 =>: 35%|███████████████████▊ | 74/213 [00:27<00:55, 2.51it/s]
>74, c[1.657,17], d[0.515,0.854], g[0.914]
Training on Epoch 1 =>: 35%|████████████████████ | 75/213 [00:27<00:50, 2.74it/s]
>75, c[0.983,33], d[0.631,0.742], g[0.981]
Training on Epoch 1 =>: 36%|████████████████████▎ | 76/213 [00:28<00:47, 2.89it/s]
>76, c[1.186,50], d[0.555,0.988], g[0.884]
Training on Epoch 1 =>: 36%|████████████████████▌ | 77/213 [00:28<00:44, 3.03it/s]
>77, c[1.869,33], d[0.139,1.385], g[1.233]
Training on Epoch 1 =>: 37%|████████████████████▊ | 78/213 [00:28<00:45, 3.00it/s]
>78, c[0.830,50], d[0.360,0.548], g[1.929]
Training on Epoch 1 =>: 37%|█████████████████████▏ | 79/213 [00:29<00:43, 3.06it/s]
>79, c[1.647,17], d[0.506,0.974], g[2.118]
Training on Epoch 1 =>: 38%|█████████████████████▍ | 80/213 [00:29<00:46, 2.86it/s]
>80, c[0.634,50], d[0.708,1.472], g[2.063]
Training on Epoch 1 =>: 38%|█████████████████████▋ | 81/213 [00:29<00:43, 3.01it/s]
>81, c[1.717,33], d[0.632,0.851], g[1.899]
Training on Epoch 1 =>: 38%|█████████████████████▉ | 82/213 [00:29<00:42, 3.10it/s]
>82, c[0.921,50], d[1.144,0.612], g[1.290]
Training on Epoch 1 =>: 39%|██████████████████████▏ | 83/213 [00:30<00:40, 3.19it/s]
>83, c[1.041,33], d[0.851,0.646], g[1.202]
Training on Epoch 1 =>: 39%|██████████████████████▍ | 84/213 [00:30<00:39, 3.25it/s]
>84, c[0.895,67], d[0.838,0.620], g[1.150]
Training on Epoch 1 =>: 40%|██████████████████████▋ | 85/213 [00:30<00:39, 3.26it/s]
>85, c[1.333,33], d[0.565,0.734], g[1.158]
Training on Epoch 1 =>: 40%|███████████████████████ | 86/213 [00:31<00:38, 3.34it/s]
>86, c[0.571,83], d[0.743,0.598], g[1.122]
Training on Epoch 1 =>: 41%|███████████████████████▎ | 87/213 [00:31<00:43, 2.89it/s]
>87, c[1.308,50], d[0.667,0.589], g[1.127]
Training on Epoch 1 =>: 41%|███████████████████████▌ | 88/213 [00:31<00:41, 3.03it/s]
>88, c[0.688,83], d[0.655,0.718], g[1.052]
Training on Epoch 1 =>: 42%|███████████████████████▊ | 89/213 [00:32<00:39, 3.12it/s]
>89, c[0.644,67], d[0.464,0.616], g[1.251]
Training on Epoch 1 =>: 42%|████████████████████████ | 90/213 [00:32<00:39, 3.14it/s]
>90, c[0.487,83], d[0.501,0.425], g[1.409]
Training on Epoch 1 =>: 43%|████████████████████████▎ | 91/213 [00:32<00:37, 3.24it/s]
>91, c[0.860,50], d[0.705,0.509], g[1.198]
Training on Epoch 1 =>: 43%|████████████████████████▌ | 92/213 [00:33<00:36, 3.28it/s]
>92, c[1.065,67], d[0.673,0.588], g[1.283]
Training on Epoch 1 =>: 44%|████████████████████████▉ | 93/213 [00:33<00:36, 3.32it/s]
>93, c[0.786,83], d[0.574,0.439], g[1.447]
Training on Epoch 1 =>: 44%|█████████████████████████▏ | 94/213 [00:33<00:36, 3.30it/s]
>94, c[0.925,67], d[0.789,0.399], g[1.296]
Training on Epoch 1 =>: 45%|█████████████████████████▍ | 95/213 [00:34<00:47, 2.48it/s]
>95, c[1.035,50], d[0.610,0.790], g[1.043]
Training on Epoch 1 =>: 45%|█████████████████████████▋ | 96/213 [00:34<00:43, 2.68it/s]
>96, c[1.206,17], d[0.572,0.707], g[1.066]
Training on Epoch 1 =>: 46%|█████████████████████████▉ | 97/213 [00:34<00:40, 2.85it/s]
>97, c[1.358,50], d[0.598,0.625], g[1.190]
Training on Epoch 1 =>: 46%|██████████████████████████▏ | 98/213 [00:35<00:38, 2.99it/s]
>98, c[1.155,50], d[0.640,1.009], g[1.485]
Training on Epoch 1 =>: 46%|██████████████████████████▍ | 99/213 [00:35<00:36, 3.12it/s]
>99, c[1.528,33], d[0.624,0.464], g[1.316]
Training on Epoch 1 =>: 47%|██████████████████████████▎ | 100/213 [00:35<00:35, 3.18it/s]
>100, c[1.135,50], d[0.423,0.546], g[1.446]
Training on Epoch 1 =>: 47%|██████████████████████████▌ | 101/213 [00:36<00:34, 3.23it/s]
>101, c[1.230,50], d[0.501,0.332], g[1.596]
Training on Epoch 1 =>: 48%|██████████████████████████▊ | 102/213 [00:36<00:34, 3.21it/s]
>102, c[1.620,50], d[0.295,0.314], g[1.641]
Training on Epoch 1 =>: 48%|███████████████████████████ | 103/213 [00:36<00:33, 3.26it/s]
>103, c[0.732,67], d[0.500,0.687], g[1.592]
Training on Epoch 1 =>: 49%|███████████████████████████▎ | 104/213 [00:37<00:33, 3.27it/s]
>104, c[0.919,33], d[0.635,0.303], g[1.593]
Training on Epoch 1 =>: 49%|███████████████████████████▌ | 105/213 [00:37<00:32, 3.30it/s]
>105, c[1.084,33], d[0.372,0.466], g[1.424]
Training on Epoch 1 =>: 50%|███████████████████████████▊ | 106/213 [00:37<00:31, 3.35it/s]
>106, c[1.197,33], d[0.739,0.394], g[1.493]
Training on Epoch 1 =>: 50%|████████████████████████████▏ | 107/213 [00:37<00:31, 3.35it/s]
>107, c[0.890,67], d[0.395,0.370], g[1.403]
Training on Epoch 1 =>: 51%|████████████████████████████▍ | 108/213 [00:38<00:31, 3.39it/s]
>108, c[1.385,50], d[0.093,0.352], g[1.522]
Training on Epoch 1 =>: 51%|████████████████████████████▋ | 109/213 [00:38<00:31, 3.27it/s]
>109, c[1.215,33], d[0.472,0.347], g[1.577]
Training on Epoch 1 =>: 52%|████████████████████████████▉ | 110/213 [00:38<00:31, 3.29it/s]
>110, c[0.852,67], d[0.757,0.438], g[1.160]
Training on Epoch 1 =>: 52%|█████████████████████████████▏ | 111/213 [00:39<00:30, 3.33it/s]
>111, c[1.054,50], d[0.180,0.756], g[1.966]
Training on Epoch 1 =>: 53%|█████████████████████████████▍ | 112/213 [00:39<00:29, 3.37it/s]
>112, c[1.553,17], d[0.284,0.170], g[2.307]
Training on Epoch 1 =>: 53%|█████████████████████████████▋ | 113/213 [00:39<00:29, 3.42it/s]
>113, c[0.792,83], d[0.771,0.296], g[1.745]
Training on Epoch 1 =>: 54%|█████████████████████████████▉ | 114/213 [00:40<00:28, 3.42it/s]
>114, c[0.744,67], d[0.744,0.453], g[1.354]
Training on Epoch 1 =>: 54%|██████████████████████████████▏ | 115/213 [00:40<00:28, 3.42it/s]
>115, c[0.748,67], d[0.285,0.370], g[1.425]
Training on Epoch 1 =>: 54%|██████████████████████████████▍ | 116/213 [00:40<00:28, 3.44it/s]
>116, c[0.649,67], d[0.037,1.803], g[2.634]
Training on Epoch 1 =>: 55%|██████████████████████████████▊ | 117/213 [00:40<00:28, 3.42it/s]
>117, c[1.100,33], d[1.343,0.151], g[1.890]
Training on Epoch 1 =>: 55%|███████████████████████████████ | 118/213 [00:41<00:27, 3.40it/s]
>118, c[0.838,50], d[0.916,0.562], g[1.475]
Training on Epoch 1 =>: 56%|███████████████████████████████▎ | 119/213 [00:41<00:27, 3.38it/s]
>119, c[0.899,33], d[0.574,0.892], g[1.295]
Training on Epoch 1 =>: 56%|███████████████████████████████▌ | 120/213 [00:41<00:27, 3.37it/s]
>120, c[1.152,33], d[0.515,0.514], g[1.534]
Training on Epoch 1 =>: 57%|███████████████████████████████▊ | 121/213 [00:42<00:27, 3.36it/s]
>121, c[0.674,67], d[0.700,0.785], g[1.367]
Training on Epoch 1 =>: 57%|████████████████████████████████ | 122/213 [00:42<00:27, 3.37it/s]
>122, c[1.025,33], d[0.655,0.760], g[1.415]
Training on Epoch 1 =>: 58%|████████████████████████████████▎ | 123/213 [00:42<00:26, 3.34it/s]
>123, c[2.142,0], d[0.263,0.333], g[1.748]
Training on Epoch 1 =>: 58%|████████████████████████████████▌ | 124/213 [00:42<00:26, 3.33it/s]
>124, c[1.089,33], d[0.594,0.517], g[1.608]
Training on Epoch 1 =>: 59%|████████████████████████████████▊ | 125/213 [00:43<00:26, 3.34it/s]
>125, c[1.045,50], d[0.515,0.412], g[1.330]
Training on Epoch 1 =>: 59%|█████████████████████████████████▏ | 126/213 [00:43<00:26, 3.34it/s]
>126, c[0.895,50], d[0.585,0.398], g[1.477]
Training on Epoch 1 =>: 60%|█████████████████████████████████▍ | 127/213 [00:43<00:26, 3.29it/s]
>127, c[0.667,83], d[0.594,0.592], g[1.203]
Training on Epoch 1 =>: 60%|█████████████████████████████████▋ | 128/213 [00:44<00:25, 3.33it/s]
>128, c[0.542,67], d[0.483,0.460], g[1.065]
Training on Epoch 1 =>: 61%|█████████████████████████████████▉ | 129/213 [00:44<00:25, 3.31it/s]
>129, c[1.262,50], d[0.352,0.664], g[0.990]
Training on Epoch 1 =>: 61%|██████████████████████████████████▏ | 130/213 [00:44<00:25, 3.30it/s]
>130, c[1.168,50], d[0.581,2.254], g[0.961]
Training on Epoch 1 =>: 62%|██████████████████████████████████▍ | 131/213 [00:45<00:24, 3.33it/s]
>131, c[1.623,17], d[0.803,5.267], g[0.059]
Training on Epoch 1 =>: 62%|██████████████████████████████████▋ | 132/213 [00:45<00:24, 3.26it/s]
>132, c[1.310,17], d[0.398,3.831], g[0.322]
Training on Epoch 1 =>: 62%|██████████████████████████████████▉ | 133/213 [00:45<00:24, 3.25it/s]
>133, c[0.971,50], d[0.290,1.076], g[0.967]
Training on Epoch 1 =>: 63%|███████████████████████████████████▏ | 134/213 [00:46<00:24, 3.26it/s]
>134, c[0.861,67], d[0.157,1.328], g[0.726]
Training on Epoch 1 =>: 63%|███████████████████████████████████▍ | 135/213 [00:46<00:23, 3.30it/s]
>135, c[1.123,50], d[0.199,1.708], g[0.599]
Training on Epoch 1 =>: 64%|███████████████████████████████████▊ | 136/213 [00:46<00:23, 3.30it/s]
>136, c[0.945,33], d[0.519,1.057], g[0.937]
Training on Epoch 1 =>: 64%|████████████████████████████████████ | 137/213 [00:46<00:22, 3.31it/s]
>137, c[1.067,33], d[0.880,0.546], g[1.160]
Training on Epoch 1 =>: 65%|████████████████████████████████████▎ | 138/213 [00:47<00:22, 3.32it/s]
>138, c[1.011,50], d[0.823,1.000], g[0.648]
Training on Epoch 1 =>: 65%|████████████████████████████████████▌ | 139/213 [00:47<00:22, 3.34it/s]
>139, c[1.138,17], d[0.657,1.154], g[0.718]
Training on Epoch 1 =>: 66%|████████████████████████████████████▊ | 140/213 [00:47<00:21, 3.34it/s]
>140, c[0.890,50], d[0.696,0.811], g[0.924]
Training on Epoch 1 =>: 66%|█████████████████████████████████████ | 141/213 [00:48<00:21, 3.34it/s]
>141, c[0.782,50], d[1.074,1.015], g[0.790]
Training on Epoch 1 =>: 67%|█████████████████████████████████████▎ | 142/213 [00:48<00:21, 3.35it/s]
>142, c[0.662,67], d[0.917,0.999], g[0.803]
Training on Epoch 1 =>: 67%|█████████████████████████████████████▌ | 143/213 [00:48<00:20, 3.37it/s]
>143, c[0.736,67], d[0.969,0.888], g[0.854]
Training on Epoch 1 =>: 68%|█████████████████████████████████████▊ | 144/213 [00:49<00:20, 3.36it/s]
>144, c[0.979,50], d[0.591,1.200], g[0.766]
Training on Epoch 1 =>: 68%|██████████████████████████████████████ | 145/213 [00:49<00:20, 3.36it/s]
>145, c[0.438,100], d[0.802,0.867], g[0.908]
Training on Epoch 1 =>: 69%|██████████████████████████████████████▍ | 146/213 [00:49<00:19, 3.35it/s]
>146, c[0.547,67], d[1.136,0.822], g[0.704]
Training on Epoch 1 =>: 69%|██████████████████████████████████████▋ | 147/213 [00:49<00:19, 3.35it/s]
>147, c[0.752,67], d[0.783,1.003], g[0.768]
Training on Epoch 1 =>: 69%|██████████████████████████████████████▉ | 148/213 [00:50<00:19, 3.34it/s]
>148, c[1.340,0], d[0.600,1.178], g[0.694]
Training on Epoch 1 =>: 70%|███████████████████████████████████████▏ | 149/213 [00:50<00:19, 3.33it/s]
>149, c[1.493,0], d[0.611,1.101], g[0.654]
Training on Epoch 1 =>: 70%|███████████████████████████████████████▍ | 150/213 [00:50<00:18, 3.36it/s]
>150, c[1.082,50], d[0.634,0.736], g[1.241]
Training on Epoch 1 =>: 71%|███████████████████████████████████████▋ | 151/213 [00:51<00:18, 3.33it/s]
>151, c[0.524,83], d[0.960,0.977], g[1.070]
Training on Epoch 1 =>: 71%|███████████████████████████████████████▉ | 152/213 [00:51<00:18, 3.36it/s]
>152, c[0.903,67], d[0.700,1.117], g[0.897]
Training on Epoch 1 =>: 72%|████████████████████████████████████████▏ | 153/213 [00:51<00:17, 3.35it/s]
>153, c[0.699,50], d[0.666,0.949], g[0.852]
Training on Epoch 1 =>: 72%|████████████████████████████████████████▍ | 154/213 [00:51<00:17, 3.37it/s]
>154, c[0.411,100], d[0.741,0.780], g[0.898]
Training on Epoch 1 =>: 73%|████████████████████████████████████████▊ | 155/213 [00:52<00:17, 3.39it/s]
>155, c[0.933,50], d[0.782,0.708], g[1.135]
Training on Epoch 1 =>: 73%|█████████████████████████████████████████ | 156/213 [00:52<00:17, 3.35it/s]
>156, c[1.228,17], d[0.903,0.780], g[0.872]
Training on Epoch 1 =>: 74%|█████████████████████████████████████████▎ | 157/213 [00:52<00:16, 3.36it/s]
>157, c[1.121,33], d[0.566,0.912], g[0.863]
Training on Epoch 1 =>: 74%|█████████████████████████████████████████▌ | 158/213 [00:53<00:16, 3.34it/s]
>158, c[1.233,17], d[0.599,1.021], g[0.668]
Training on Epoch 1 =>: 75%|█████████████████████████████████████████▊ | 159/213 [00:53<00:16, 3.30it/s]
>159, c[0.686,50], d[0.729,1.165], g[0.596]
Training on Epoch 1 =>: 75%|██████████████████████████████████████████ | 160/213 [00:53<00:16, 3.31it/s]
>160, c[1.047,33], d[0.751,1.060], g[0.616]
Training on Epoch 1 =>: 76%|██████████████████████████████████████████▎ | 161/213 [00:54<00:16, 3.20it/s]
>161, c[1.261,33], d[0.782,0.836], g[1.083]
Training on Epoch 1 =>: 76%|██████████████████████████████████████████▌ | 162/213 [00:54<00:15, 3.23it/s]
>162, c[0.726,67], d[1.022,0.756], g[0.921]
Training on Epoch 1 =>: 77%|██████████████████████████████████████████▊ | 163/213 [00:54<00:15, 3.25it/s]
>163, c[0.866,50], d[0.428,1.274], g[0.944]
Training on Epoch 1 =>: 77%|███████████████████████████████████████████ | 164/213 [00:55<00:14, 3.30it/s]
>164, c[1.426,33], d[0.305,1.429], g[0.782]
Training on Epoch 1 =>: 77%|███████████████████████████████████████████▍ | 165/213 [00:55<00:14, 3.31it/s]
>165, c[0.948,50], d[0.586,0.908], g[0.927]
Training on Epoch 1 =>: 78%|███████████████████████████████████████████▋ | 166/213 [00:55<00:14, 3.32it/s]
>166, c[1.016,33], d[0.823,0.845], g[0.943]
Training on Epoch 1 =>: 78%|███████████████████████████████████████████▉ | 167/213 [00:55<00:14, 3.27it/s]
>167, c[0.987,33], d[1.010,0.719], g[0.829]
Training on Epoch 1 =>: 79%|████████████████████████████████████████████▏ | 168/213 [00:56<00:13, 3.29it/s]
>168, c[0.780,50], d[0.735,0.796], g[0.812]
Training on Epoch 1 =>: 79%|████████████████████████████████████████████▍ | 169/213 [00:56<00:13, 3.29it/s]
>169, c[0.755,67], d[0.660,0.760], g[0.798]
Training on Epoch 1 =>: 80%|████████████████████████████████████████████▋ | 170/213 [00:56<00:13, 3.31it/s]
>170, c[1.224,33], d[0.639,0.990], g[0.672]
Training on Epoch 1 =>: 80%|████████████████████████████████████████████▉ | 171/213 [00:57<00:12, 3.29it/s]
>171, c[0.397,83], d[0.598,0.943], g[0.650]
Training on Epoch 1 =>: 81%|█████████████████████████████████████████████▏ | 172/213 [00:57<00:12, 3.28it/s]
>172, c[0.949,50], d[0.717,0.987], g[0.669]
Training on Epoch 1 =>: 81%|█████████████████████████████████████████████▍ | 173/213 [00:57<00:12, 3.27it/s]
>173, c[0.864,67], d[0.808,0.981], g[0.768]
Training on Epoch 1 =>: 82%|█████████████████████████████████████████████▋ | 174/213 [00:58<00:11, 3.32it/s]
>174, c[0.855,33], d[0.670,0.789], g[0.960]
Training on Epoch 1 =>: 82%|██████████████████████████████████████████████ | 175/213 [00:58<00:11, 3.32it/s]
>175, c[0.830,50], d[0.542,0.841], g[1.029]
Training on Epoch 1 =>: 83%|██████████████████████████████████████████████▎ | 176/213 [00:58<00:11, 3.33it/s]
>176, c[1.521,17], d[0.637,1.017], g[1.230]
Training on Epoch 1 =>: 83%|██████████████████████████████████████████████▌ | 177/213 [00:58<00:10, 3.32it/s]
>177, c[0.946,50], d[1.652,1.355], g[0.355]
Training on Epoch 1 =>: 84%|██████████████████████████████████████████████▊ | 178/213 [00:59<00:10, 3.35it/s]
>178, c[0.643,83], d[0.260,1.466], g[0.522]
Training on Epoch 1 =>: 84%|███████████████████████████████████████████████ | 179/213 [00:59<00:10, 3.33it/s]
>179, c[1.102,33], d[0.396,1.157], g[0.693]
Training on Epoch 1 =>: 85%|███████████████████████████████████████████████▎ | 180/213 [00:59<00:09, 3.31it/s]
>180, c[0.689,67], d[0.552,0.828], g[0.984]
Training on Epoch 1 =>: 85%|███████████████████████████████████████████████▌ | 181/213 [01:00<00:09, 3.30it/s]
>181, c[0.988,50], d[0.721,0.714], g[1.037]
Training on Epoch 1 =>: 85%|███████████████████████████████████████████████▊ | 182/213 [01:00<00:09, 3.30it/s]
>182, c[0.722,67], d[0.741,0.591], g[0.894]
Training on Epoch 1 =>: 86%|████████████████████████████████████████████████ | 183/213 [01:00<00:09, 3.31it/s]
>183, c[1.165,33], d[0.728,0.795], g[0.738]
Training on Epoch 1 =>: 86%|████████████████████████████████████████████████▍ | 184/213 [01:01<00:08, 3.31it/s]
>184, c[0.680,67], d[0.818,1.080], g[0.499]
Training on Epoch 1 =>: 87%|████████████████████████████████████████████████▋ | 185/213 [01:01<00:08, 3.30it/s]
>185, c[0.453,100], d[0.684,1.111], g[0.531]
Training on Epoch 1 =>: 87%|████████████████████████████████████████████████▉ | 186/213 [01:01<00:08, 3.26it/s]
>186, c[0.521,83], d[0.605,1.383], g[0.553]
Training on Epoch 1 =>: 88%|█████████████████████████████████████████████████▏ | 187/213 [01:02<00:07, 3.28it/s]
>187, c[0.942,50], d[0.664,0.901], g[0.676]
Training on Epoch 1 =>: 88%|█████████████████████████████████████████████████▍ | 188/213 [01:02<00:07, 3.30it/s]
>188, c[1.062,33], d[0.746,0.704], g[0.982]
Training on Epoch 1 =>: 89%|█████████████████████████████████████████████████▋ | 189/213 [01:02<00:07, 3.32it/s]
>189, c[0.592,67], d[0.644,0.907], g[0.935]
Training on Epoch 1 =>: 89%|█████████████████████████████████████████████████▉ | 190/213 [01:02<00:06, 3.33it/s]
>190, c[1.659,33], d[0.367,1.451], g[0.575]
Training on Epoch 1 =>: 90%|██████████████████████████████████████████████████▏ | 191/213 [01:03<00:06, 3.32it/s]
>191, c[0.835,33], d[0.470,1.171], g[0.717]
Training on Epoch 1 =>: 90%|██████████████████████████████████████████████████▍ | 192/213 [01:03<00:06, 3.28it/s]
>192, c[0.691,83], d[0.767,0.926], g[0.773]
Training on Epoch 1 =>: 91%|██████████████████████████████████████████████████▋ | 193/213 [01:03<00:06, 3.29it/s]
>193, c[1.118,33], d[0.696,0.999], g[0.744]
Training on Epoch 1 =>: 91%|███████████████████████████████████████████████████ | 194/213 [01:04<00:05, 3.32it/s]
>194, c[0.787,67], d[0.631,0.900], g[0.732]
Training on Epoch 1 =>: 92%|███████████████████████████████████████████████████▎ | 195/213 [01:04<00:05, 3.32it/s]
>195, c[0.940,67], d[0.713,0.863], g[0.766]
Training on Epoch 1 =>: 92%|███████████████████████████████████████████████████▌ | 196/213 [01:04<00:05, 3.27it/s]
>196, c[1.832,17], d[0.702,0.795], g[0.740]
Training on Epoch 1 =>: 92%|███████████████████████████████████████████████████▊ | 197/213 [01:05<00:04, 3.31it/s]
>197, c[0.737,50], d[0.714,0.856], g[0.632]
Training on Epoch 1 =>: 93%|████████████████████████████████████████████████████ | 198/213 [01:05<00:04, 3.32it/s]
>198, c[0.311,83], d[0.681,0.989], g[0.681]
Training on Epoch 1 =>: 93%|████████████████████████████████████████████████████▎ | 199/213 [01:05<00:04, 3.26it/s]
>199, c[0.945,50], d[0.579,0.869], g[0.654]
Training on Epoch 1 =>: 94%|████████████████████████████████████████████████████▌ | 200/213 [01:05<00:03, 3.27it/s]
>200, c[0.826,67], d[0.581,0.943], g[0.717]
Training on Epoch 1 =>: 94%|████████████████████████████████████████████████████▊ | 201/213 [01:06<00:03, 3.30it/s]
>201, c[0.926,50], d[0.688,0.998], g[0.642]
Training on Epoch 1 =>: 95%|█████████████████████████████████████████████████████ | 202/213 [01:06<00:03, 3.31it/s]
>202, c[0.910,33], d[0.612,0.950], g[0.763]
Training on Epoch 1 =>: 95%|█████████████████████████████████████████████████████▎ | 203/213 [01:06<00:03, 3.32it/s]
>203, c[0.855,67], d[0.866,0.759], g[0.781]
Training on Epoch 1 =>: 96%|█████████████████████████████████████████████████████▋ | 204/213 [01:07<00:02, 3.31it/s]
>204, c[0.712,50], d[0.816,1.064], g[0.802]
Training on Epoch 1 =>: 96%|█████████████████████████████████████████████████████▉ | 205/213 [01:07<00:02, 3.31it/s]
>205, c[1.029,50], d[0.622,0.993], g[0.728]
Training on Epoch 1 =>: 97%|██████████████████████████████████████████████████████▏ | 206/213 [01:07<00:02, 3.32it/s]
>206, c[0.320,100], d[0.747,0.874], g[0.958]
Training on Epoch 1 =>: 97%|██████████████████████████████████████████████████████▍ | 207/213 [01:08<00:01, 3.30it/s]
>207, c[1.086,67], d[1.083,0.972], g[0.604]
Training on Epoch 1 =>: 98%|██████████████████████████████████████████████████████▋ | 208/213 [01:08<00:01, 3.30it/s]
>208, c[0.931,50], d[0.521,1.003], g[0.618]
Training on Epoch 1 =>: 98%|██████████████████████████████████████████████████████▉ | 209/213 [01:08<00:01, 3.31it/s]
>209, c[0.904,50], d[0.505,0.986], g[0.611]
Training on Epoch 1 =>: 99%|███████████████████████████████████████████████████████▏| 210/213 [01:08<00:00, 3.32it/s]
>210, c[1.223,33], d[0.565,0.888], g[0.742]
Training on Epoch 1 =>: 99%|███████████████████████████████████████████████████████▍| 211/213 [01:09<00:00, 3.32it/s]
>211, c[0.375,83], d[0.709,0.913], g[0.819]
Training on Epoch 1 =>: 100%|███████████████████████████████████████████████████████▋| 212/213 [01:09<00:00, 3.31it/s]
>212, c[1.171,33], d[0.511,1.302], g[0.597]
Training on Epoch 1 =>: 100%|████████████████████████████████████████████████████████| 213/213 [01:09<00:00, 3.05it/s]
>213, c[0.747,67], d[0.513,1.134], g[0.725]
Classifier Accuracy: 67.913%, Precision: 0.679%, Recall: 0.679%
EPOCHS =>: 2%|█▍ | 1/50 [01:12<59:32, 72.91s/it]
>Saved: logs/generated_plot_0001.png, logs/g_model_0001.h5, and logs/c_model_0001.h5
Training on Epoch 2 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 2 =>: 0%|▎ | 1/213 [00:00<01:22, 2.58it/s]
>1, c[0.755,68], d[0.687,0.847], g[0.803]
Training on Epoch 2 =>: 1%|▌ | 2/213 [00:00<01:10, 2.98it/s]
>2, c[1.036,33], d[0.759,0.888], g[0.639]
Training on Epoch 2 =>: 1%|▊ | 3/213 [00:01<01:08, 3.06it/s]
>3, c[1.244,50], d[0.741,0.960], g[0.616]
Training on Epoch 2 =>: 2%|█ | 4/213 [00:01<01:06, 3.13it/s]
>4, c[1.027,50], d[0.526,0.944], g[0.633]
Training on Epoch 2 =>: 2%|█▎ | 5/213 [00:01<01:05, 3.16it/s]
>5, c[0.761,67], d[0.428,1.053], g[0.753]
Training on Epoch 2 =>: 3%|█▋ | 6/213 [00:01<01:04, 3.22it/s]
>6, c[0.971,67], d[0.694,0.733], g[0.902]
Training on Epoch 2 =>: 3%|█▉ | 7/213 [00:02<01:03, 3.26it/s]
>7, c[0.855,50], d[0.586,0.963], g[0.821]
Training on Epoch 2 =>: 4%|██▏ | 8/213 [00:02<01:02, 3.30it/s]
>8, c[0.771,83], d[0.523,1.042], g[0.781]
Training on Epoch 2 =>: 4%|██▍ | 9/213 [00:02<01:02, 3.26it/s]
>9, c[0.433,83], d[0.755,0.823], g[0.837]
Training on Epoch 2 =>: 5%|██▋ | 10/213 [00:03<01:02, 3.25it/s]
>10, c[0.854,50], d[0.752,0.847], g[0.835]
Training on Epoch 2 =>: 5%|██▉ | 11/213 [00:03<01:01, 3.31it/s]
>11, c[1.237,33], d[0.786,0.780], g[0.766]
Training on Epoch 2 =>: 6%|███▏ | 12/213 [00:03<01:00, 3.34it/s]
>12, c[0.827,83], d[0.777,0.789], g[0.685]
Training on Epoch 2 =>: 6%|███▍ | 13/213 [00:04<01:00, 3.31it/s]
>13, c[0.610,67], d[0.638,0.931], g[0.656]
Training on Epoch 2 =>: 7%|███▋ | 14/213 [00:04<01:01, 3.23it/s]
>14, c[0.812,67], d[0.547,0.981], g[0.698]
Training on Epoch 2 =>: 7%|████ | 15/213 [00:04<01:00, 3.25it/s]
>15, c[0.987,33], d[0.482,0.968], g[0.764]
Training on Epoch 2 =>: 8%|████▎ | 16/213 [00:04<01:01, 3.21it/s]
>16, c[0.999,33], d[0.779,0.782], g[0.672]
Training on Epoch 2 =>: 8%|████▌ | 17/213 [00:05<01:00, 3.24it/s]
>17, c[0.631,67], d[0.558,1.048], g[0.585]
Training on Epoch 2 =>: 8%|████▊ | 18/213 [00:05<01:00, 3.22it/s]
>18, c[0.460,83], d[0.685,1.047], g[0.630]
Training on Epoch 2 =>: 9%|█████ | 19/213 [00:05<01:00, 3.23it/s]
>19, c[0.364,100], d[0.808,0.793], g[0.644]
Training on Epoch 2 =>: 9%|█████▎ | 20/213 [00:06<00:58, 3.27it/s]
>20, c[0.622,67], d[0.649,0.785], g[0.815]
Training on Epoch 2 =>: 10%|█████▌ | 21/213 [00:06<00:58, 3.30it/s]
>21, c[0.818,67], d[0.501,1.064], g[1.148]
Training on Epoch 2 =>: 10%|█████▉ | 22/213 [00:06<00:57, 3.30it/s]
>22, c[0.174,100], d[0.602,1.023], g[1.083]
Training on Epoch 2 =>: 11%|██████▏ | 23/213 [00:07<00:58, 3.27it/s]
>23, c[0.444,83], d[0.794,1.195], g[1.011]
Training on Epoch 2 =>: 11%|██████▍ | 24/213 [00:07<00:56, 3.33it/s]
>24, c[1.050,67], d[0.710,0.997], g[0.866]
Training on Epoch 2 =>: 12%|██████▋ | 25/213 [00:07<00:56, 3.32it/s]
>25, c[0.378,100], d[0.803,0.717], g[0.859]
Training on Epoch 2 =>: 12%|██████▉ | 26/213 [00:08<00:56, 3.31it/s]
>26, c[0.217,100], d[0.812,0.740], g[0.861]
Training on Epoch 2 =>: 13%|███████▏ | 27/213 [00:08<00:55, 3.35it/s]
>27, c[0.330,100], d[0.757,0.742], g[0.802]
Training on Epoch 2 =>: 13%|███████▍ | 28/213 [00:08<00:55, 3.34it/s]
>28, c[0.997,50], d[0.642,0.744], g[0.942]
Training on Epoch 2 =>: 14%|███████▊ | 29/213 [00:08<00:55, 3.34it/s]
>29, c[1.124,17], d[0.612,0.700], g[0.752]
Training on Epoch 2 =>: 14%|████████ | 30/213 [00:09<00:54, 3.34it/s]
>30, c[0.704,67], d[0.535,0.706], g[0.900]
Training on Epoch 2 =>: 15%|████████▎ | 31/213 [00:09<00:54, 3.33it/s]
>31, c[0.601,83], d[0.725,0.605], g[0.918]
Training on Epoch 2 =>: 15%|████████▌ | 32/213 [00:09<00:54, 3.34it/s]
>32, c[0.558,67], d[0.700,0.735], g[0.857]
Training on Epoch 2 =>: 15%|████████▊ | 33/213 [00:10<00:53, 3.34it/s]
>33, c[0.669,67], d[0.619,0.744], g[0.702]
Training on Epoch 2 =>: 16%|█████████ | 34/213 [00:10<00:53, 3.34it/s]
>34, c[0.559,83], d[0.675,0.944], g[0.643]
Training on Epoch 2 =>: 16%|█████████▎ | 35/213 [00:10<00:52, 3.37it/s]
>35, c[0.735,67], d[0.745,1.169], g[0.567]
Training on Epoch 2 =>: 17%|█████████▋ | 36/213 [00:10<00:52, 3.39it/s]
>36, c[0.709,50], d[0.524,1.065], g[0.582]
Training on Epoch 2 =>: 17%|█████████▉ | 37/213 [00:11<00:52, 3.37it/s]
>37, c[1.010,50], d[0.510,0.983], g[0.828]
Training on Epoch 2 =>: 18%|██████████▏ | 38/213 [00:11<00:52, 3.33it/s]
>38, c[0.429,100], d[0.608,0.946], g[0.839]
Training on Epoch 2 =>: 18%|██████████▍ | 39/213 [00:11<00:51, 3.36it/s]
>39, c[1.104,33], d[0.680,0.980], g[0.519]
Training on Epoch 2 =>: 19%|██████████▋ | 40/213 [00:12<00:51, 3.37it/s]
>40, c[0.423,100], d[0.550,1.117], g[0.958]
Training on Epoch 2 =>: 19%|██████████▉ | 41/213 [00:12<00:51, 3.35it/s]
>41, c[0.671,67], d[0.980,0.673], g[0.864]
Training on Epoch 2 =>: 20%|███████████▏ | 42/213 [00:12<00:51, 3.29it/s]
>42, c[0.736,67], d[0.771,0.759], g[0.677]
Training on Epoch 2 =>: 20%|███████████▌ | 43/213 [00:13<00:51, 3.30it/s]
>43, c[0.852,67], d[0.649,0.791], g[0.688]
Training on Epoch 2 =>: 21%|███████████▊ | 44/213 [00:13<00:51, 3.30it/s]
>44, c[0.587,67], d[0.446,0.895], g[0.763]
Training on Epoch 2 =>: 21%|████████████ | 45/213 [00:13<00:50, 3.33it/s]
>45, c[0.740,67], d[0.710,0.735], g[0.849]
Training on Epoch 2 =>: 22%|████████████▎ | 46/213 [00:13<00:50, 3.33it/s]
>46, c[1.304,17], d[0.690,0.815], g[0.807]
Training on Epoch 2 =>: 22%|████████████▌ | 47/213 [00:14<00:50, 3.32it/s]
>47, c[0.506,100], d[0.670,1.760], g[0.814]
Training on Epoch 2 =>: 23%|████████████▊ | 48/213 [00:14<00:49, 3.31it/s]
>48, c[0.595,83], d[0.650,0.914], g[0.649]
Training on Epoch 2 =>: 23%|█████████████ | 49/213 [00:14<00:50, 3.28it/s]
>49, c[0.760,50], d[0.709,0.994], g[0.645]
Training on Epoch 2 =>: 23%|█████████████▍ | 50/213 [00:15<00:51, 3.20it/s]
>50, c[0.622,67], d[0.734,0.832], g[0.903]
Training on Epoch 2 =>: 24%|█████████████▋ | 51/213 [00:15<00:50, 3.19it/s]
>51, c[0.431,83], d[0.917,0.780], g[0.717]
Training on Epoch 2 =>: 24%|█████████████▉ | 52/213 [00:15<00:50, 3.21it/s]
>52, c[0.939,33], d[0.790,1.196], g[0.826]
Training on Epoch 2 =>: 25%|██████████████▏ | 53/213 [00:16<00:48, 3.27it/s]
>53, c[0.491,83], d[0.744,0.929], g[0.802]
Training on Epoch 2 =>: 25%|██████████████▍ | 54/213 [00:16<00:48, 3.28it/s]
>54, c[0.843,67], d[0.616,0.859], g[0.692]
Training on Epoch 2 =>: 26%|██████████████▋ | 55/213 [00:16<00:47, 3.31it/s]
>55, c[0.942,33], d[0.618,0.922], g[0.678]
Training on Epoch 2 =>: 26%|██████████████▉ | 56/213 [00:17<00:47, 3.30it/s]
>56, c[0.751,50], d[0.774,0.754], g[0.707]
Training on Epoch 2 =>: 27%|███████████████▎ | 57/213 [00:17<00:47, 3.29it/s]
>57, c[0.781,50], d[0.775,0.841], g[0.743]
Training on Epoch 2 =>: 27%|███████████████▌ | 58/213 [00:17<00:47, 3.28it/s]
>58, c[0.542,67], d[0.665,0.828], g[0.763]
Training on Epoch 2 =>: 28%|███████████████▊ | 59/213 [00:17<00:46, 3.29it/s]
>59, c[1.180,33], d[0.667,0.931], g[0.653]
Training on Epoch 2 =>: 28%|████████████████ | 60/213 [00:18<00:46, 3.32it/s]
>60, c[0.916,50], d[0.735,0.902], g[0.653]
Training on Epoch 2 =>: 29%|████████████████▎ | 61/213 [00:18<00:45, 3.33it/s]
>61, c[1.246,50], d[0.817,0.834], g[0.664]
Training on Epoch 2 =>: 29%|████████████████▌ | 62/213 [00:18<00:46, 3.26it/s]
>62, c[0.485,83], d[0.647,0.968], g[0.745]
Training on Epoch 2 =>: 30%|████████████████▊ | 63/213 [00:19<00:45, 3.29it/s]
>63, c[0.819,50], d[0.644,1.053], g[0.573]
Training on Epoch 2 =>: 30%|█████████████████▏ | 64/213 [00:19<00:45, 3.30it/s]
>64, c[0.646,67], d[0.486,0.828], g[0.672]
Training on Epoch 2 =>: 31%|█████████████████▍ | 65/213 [00:19<00:44, 3.30it/s]
>65, c[0.537,67], d[0.609,0.664], g[0.728]
Training on Epoch 2 =>: 31%|█████████████████▋ | 66/213 [00:20<00:44, 3.31it/s]
>66, c[0.984,33], d[0.518,0.853], g[0.837]
Training on Epoch 2 =>: 31%|█████████████████▉ | 67/213 [00:20<00:43, 3.33it/s]
>67, c[0.398,83], d[0.585,0.704], g[0.864]
Training on Epoch 2 =>: 32%|██████████████████▏ | 68/213 [00:20<00:43, 3.33it/s]
>68, c[0.970,50], d[0.951,0.778], g[0.838]
Training on Epoch 2 =>: 32%|██████████████████▍ | 69/213 [00:20<00:43, 3.33it/s]
>69, c[0.365,100], d[0.601,0.820], g[0.814]
Training on Epoch 2 =>: 33%|██████████████████▋ | 70/213 [00:21<00:42, 3.35it/s]
>70, c[0.762,67], d[0.482,1.048], g[0.898]
Training on Epoch 2 =>: 33%|███████████████████ | 71/213 [00:21<00:42, 3.36it/s]
>71, c[0.620,67], d[0.733,0.739], g[0.707]
Training on Epoch 2 =>: 34%|███████████████████▎ | 72/213 [00:21<00:42, 3.33it/s]
>72, c[0.711,67], d[0.759,0.678], g[0.659]
Training on Epoch 2 =>: 34%|███████████████████▌ | 73/213 [00:22<00:43, 3.25it/s]
>73, c[0.531,83], d[0.425,0.779], g[1.120]
Training on Epoch 2 =>: 35%|███████████████████▊ | 74/213 [00:22<00:42, 3.24it/s]
>74, c[1.606,17], d[0.823,0.603], g[0.882]
Training on Epoch 2 =>: 35%|████████████████████ | 75/213 [00:22<00:42, 3.26it/s]
>75, c[0.436,67], d[0.441,0.879], g[0.849]
Training on Epoch 2 =>: 36%|████████████████████▎ | 76/213 [00:23<00:41, 3.29it/s]
>76, c[0.759,67], d[0.887,0.907], g[0.669]
Training on Epoch 2 =>: 36%|████████████████████▌ | 77/213 [00:23<00:40, 3.33it/s]
>77, c[0.633,50], d[0.693,1.007], g[0.760]
Training on Epoch 2 =>: 37%|████████████████████▊ | 78/213 [00:23<00:40, 3.35it/s]
>78, c[0.303,83], d[0.689,0.847], g[0.614]
Training on Epoch 2 =>: 37%|█████████████████████▏ | 79/213 [00:24<00:40, 3.29it/s]
>79, c[0.565,67], d[0.741,1.018], g[0.601]
Training on Epoch 2 =>: 38%|█████████████████████▍ | 80/213 [00:24<00:40, 3.32it/s]
>80, c[0.414,83], d[0.541,0.980], g[0.633]
Training on Epoch 2 =>: 38%|█████████████████████▋ | 81/213 [00:24<00:40, 3.26it/s]
>81, c[0.363,83], d[0.789,0.934], g[0.711]
Training on Epoch 2 =>: 38%|█████████████████████▉ | 82/213 [00:24<00:39, 3.28it/s]
>82, c[0.350,83], d[0.720,0.988], g[0.786]
Training on Epoch 2 =>: 39%|██████████████████████▏ | 83/213 [00:25<00:39, 3.31it/s]
>83, c[0.551,83], d[0.676,0.726], g[0.814]
Training on Epoch 2 =>: 39%|██████████████████████▍ | 84/213 [00:25<00:38, 3.33it/s]
>84, c[0.502,67], d[0.758,0.881], g[0.873]
Training on Epoch 2 =>: 40%|██████████████████████▋ | 85/213 [00:25<00:38, 3.32it/s]
>85, c[0.536,67], d[0.603,0.798], g[0.887]
Training on Epoch 2 =>: 40%|███████████████████████ | 86/213 [00:26<00:38, 3.27it/s]
>86, c[0.510,83], d[0.632,1.310], g[0.869]
Training on Epoch 2 =>: 41%|███████████████████████▎ | 87/213 [00:26<00:38, 3.29it/s]
>87, c[0.926,50], d[0.936,0.694], g[0.741]
Training on Epoch 2 =>: 41%|███████████████████████▌ | 88/213 [00:26<00:37, 3.31it/s]
>88, c[0.586,100], d[0.786,0.851], g[0.742]
Training on Epoch 2 =>: 42%|███████████████████████▊ | 89/213 [00:27<00:37, 3.32it/s]
>89, c[0.913,67], d[0.617,0.866], g[0.831]
Training on Epoch 2 =>: 42%|████████████████████████ | 90/213 [00:27<00:36, 3.34it/s]
>90, c[0.328,100], d[0.571,0.746], g[0.874]
Training on Epoch 2 =>: 43%|████████████████████████▎ | 91/213 [00:27<00:36, 3.32it/s]
>91, c[0.430,83], d[0.722,0.775], g[0.761]
Training on Epoch 2 =>: 43%|████████████████████████▌ | 92/213 [00:27<00:37, 3.26it/s]
>92, c[0.863,33], d[0.489,0.709], g[0.867]
Training on Epoch 2 =>: 44%|████████████████████████▉ | 93/213 [00:28<00:36, 3.28it/s]
>93, c[0.631,83], d[0.709,0.587], g[0.912]
Training on Epoch 2 =>: 44%|█████████████████████████▏ | 94/213 [00:28<00:36, 3.30it/s]
>94, c[0.326,100], d[0.445,4.957], g[0.930]
Training on Epoch 2 =>: 45%|█████████████████████████▍ | 95/213 [00:28<00:35, 3.30it/s]
>95, c[1.017,33], d[1.063,0.887], g[0.525]
Training on Epoch 2 =>: 45%|█████████████████████████▋ | 96/213 [00:29<00:35, 3.31it/s]
>96, c[0.769,50], d[0.591,1.323], g[0.512]
Training on Epoch 2 =>: 46%|█████████████████████████▉ | 97/213 [00:29<00:34, 3.32it/s]
>97, c[0.704,83], d[0.597,1.199], g[0.513]
Training on Epoch 2 =>: 46%|██████████████████████████▏ | 98/213 [00:29<00:34, 3.35it/s]
>98, c[1.237,50], d[0.465,1.161], g[0.662]
Training on Epoch 2 =>: 46%|██████████████████████████▍ | 99/213 [00:30<00:34, 3.29it/s]
>99, c[1.753,33], d[0.603,1.081], g[0.660]
Training on Epoch 2 =>: 47%|██████████████████████████▎ | 100/213 [00:30<00:35, 3.21it/s]
>100, c[1.192,33], d[0.549,0.890], g[0.678]
Training on Epoch 2 =>: 47%|██████████████████████████▌ | 101/213 [00:30<00:34, 3.23it/s]
>101, c[0.692,83], d[0.694,1.026], g[0.648]
Training on Epoch 2 =>: 48%|██████████████████████████▊ | 102/213 [00:31<00:34, 3.26it/s]
>102, c[0.673,83], d[0.595,1.182], g[1.183]
Training on Epoch 2 =>: 48%|███████████████████████████ | 103/213 [00:31<00:33, 3.27it/s]
>103, c[0.764,83], d[1.008,0.822], g[1.017]
Training on Epoch 2 =>: 49%|███████████████████████████▎ | 104/213 [00:31<00:33, 3.29it/s]
>104, c[0.349,83], d[0.977,0.655], g[0.893]
Training on Epoch 2 =>: 49%|███████████████████████████▌ | 105/213 [00:31<00:32, 3.28it/s]
>105, c[0.615,67], d[0.741,0.710], g[0.806]
Training on Epoch 2 =>: 50%|███████████████████████████▊ | 106/213 [00:32<00:32, 3.27it/s]
>106, c[0.921,67], d[0.927,0.703], g[0.768]
Training on Epoch 2 =>: 50%|████████████████████████████▏ | 107/213 [00:32<00:32, 3.29it/s]
>107, c[0.723,67], d[0.638,0.859], g[0.802]
Training on Epoch 2 =>: 51%|████████████████████████████▍ | 108/213 [00:32<00:31, 3.29it/s]
>108, c[0.566,50], d[0.540,0.957], g[0.966]
Training on Epoch 2 =>: 51%|████████████████████████████▋ | 109/213 [00:33<00:31, 3.25it/s]
>109, c[0.358,100], d[0.718,0.864], g[0.804]
Training on Epoch 2 =>: 52%|████████████████████████████▉ | 110/213 [00:33<00:31, 3.30it/s]
>110, c[0.441,83], d[0.758,0.956], g[0.887]
Training on Epoch 2 =>: 52%|█████████████████████████████▏ | 111/213 [00:33<00:30, 3.35it/s]
>111, c[0.656,67], d[0.888,1.140], g[0.758]
Training on Epoch 2 =>: 53%|█████████████████████████████▍ | 112/213 [00:34<00:30, 3.34it/s]
>112, c[0.376,100], d[0.865,0.845], g[0.715]
Training on Epoch 2 =>: 53%|█████████████████████████████▋ | 113/213 [00:34<00:29, 3.34it/s]
>113, c[0.591,83], d[0.772,0.790], g[0.723]
Training on Epoch 2 =>: 54%|█████████████████████████████▉ | 114/213 [00:34<00:29, 3.34it/s]
>114, c[0.831,67], d[0.702,0.711], g[1.235]
Training on Epoch 2 =>: 54%|██████████████████████████████▏ | 115/213 [00:34<00:29, 3.34it/s]
>115, c[0.354,100], d[0.950,1.007], g[0.557]
Training on Epoch 2 =>: 54%|██████████████████████████████▍ | 116/213 [00:35<00:28, 3.35it/s]
>116, c[0.384,83], d[0.614,1.085], g[0.568]
Training on Epoch 2 =>: 55%|██████████████████████████████▊ | 117/213 [00:35<00:28, 3.37it/s]
>117, c[0.509,67], d[0.609,0.873], g[0.741]
Training on Epoch 2 =>: 55%|███████████████████████████████ | 118/213 [00:35<00:28, 3.39it/s]
>118, c[0.405,83], d[0.595,0.739], g[0.854]
Training on Epoch 2 =>: 56%|███████████████████████████████▎ | 119/213 [00:36<00:27, 3.36it/s]
>119, c[0.473,67], d[0.705,0.753], g[0.823]
Training on Epoch 2 =>: 56%|███████████████████████████████▌ | 120/213 [00:36<00:27, 3.41it/s]
>120, c[0.340,100], d[0.792,0.808], g[0.731]
Training on Epoch 2 =>: 57%|███████████████████████████████▊ | 121/213 [00:36<00:27, 3.39it/s]
>121, c[0.592,83], d[0.736,1.132], g[0.723]
Training on Epoch 2 =>: 57%|████████████████████████████████ | 122/213 [00:36<00:26, 3.37it/s]
>122, c[0.276,100], d[0.741,1.229], g[0.768]
Training on Epoch 2 =>: 58%|████████████████████████████████▎ | 123/213 [00:37<00:26, 3.36it/s]
>123, c[1.004,50], d[0.680,0.765], g[0.916]
Training on Epoch 2 =>: 58%|████████████████████████████████▌ | 124/213 [00:37<00:26, 3.31it/s]
>124, c[0.581,67], d[0.723,0.992], g[0.839]
Training on Epoch 2 =>: 59%|████████████████████████████████▊ | 125/213 [00:37<00:26, 3.28it/s]
>125, c[0.187,100], d[0.939,0.606], g[1.051]
Training on Epoch 2 =>: 59%|█████████████████████████████████▏ | 126/213 [00:38<00:26, 3.29it/s]
>126, c[1.533,33], d[0.652,0.823], g[0.749]
Training on Epoch 2 =>: 60%|█████████████████████████████████▍ | 127/213 [00:38<00:26, 3.24it/s]
>127, c[0.806,50], d[0.621,1.060], g[0.529]
Training on Epoch 2 =>: 60%|█████████████████████████████████▋ | 128/213 [00:38<00:26, 3.27it/s]
>128, c[0.383,83], d[0.788,1.015], g[0.646]
Training on Epoch 2 =>: 61%|█████████████████████████████████▉ | 129/213 [00:39<00:25, 3.25it/s]
>129, c[0.690,67], d[0.661,0.887], g[0.724]
Training on Epoch 2 =>: 61%|██████████████████████████████████▏ | 130/213 [00:39<00:25, 3.26it/s]
>130, c[1.934,33], d[0.582,1.008], g[0.661]
Training on Epoch 2 =>: 62%|██████████████████████████████████▍ | 131/213 [00:39<00:24, 3.28it/s]
>131, c[0.480,83], d[0.563,0.849], g[0.807]
Training on Epoch 2 =>: 62%|██████████████████████████████████▋ | 132/213 [00:40<00:24, 3.30it/s]
>132, c[0.475,83], d[0.721,0.817], g[0.770]
Training on Epoch 2 =>: 62%|██████████████████████████████████▉ | 133/213 [00:40<00:23, 3.34it/s]
>133, c[0.725,83], d[0.845,0.961], g[0.569]
Training on Epoch 2 =>: 63%|███████████████████████████████████▏ | 134/213 [00:40<00:23, 3.36it/s]
>134, c[0.926,50], d[0.752,1.022], g[0.517]
Training on Epoch 2 =>: 63%|███████████████████████████████████▍ | 135/213 [00:40<00:23, 3.34it/s]
>135, c[0.661,67], d[0.609,1.004], g[0.594]
Training on Epoch 2 =>: 64%|███████████████████████████████████▊ | 136/213 [00:41<00:23, 3.34it/s]
>136, c[0.802,83], d[0.527,1.055], g[0.789]
Training on Epoch 2 =>: 64%|████████████████████████████████████ | 137/213 [00:41<00:22, 3.35it/s]
>137, c[0.586,83], d[0.613,0.949], g[0.976]
Training on Epoch 2 =>: 65%|████████████████████████████████████▎ | 138/213 [00:41<00:22, 3.31it/s]
>138, c[0.130,100], d[0.778,0.854], g[0.847]
Training on Epoch 2 =>: 65%|████████████████████████████████████▌ | 139/213 [00:42<00:22, 3.29it/s]
>139, c[0.723,67], d[0.754,0.864], g[0.729]
Training on Epoch 2 =>: 66%|████████████████████████████████████▊ | 140/213 [00:42<00:21, 3.32it/s]
>140, c[0.491,100], d[0.621,0.738], g[0.754]
Training on Epoch 2 =>: 66%|█████████████████████████████████████ | 141/213 [00:42<00:21, 3.34it/s]
>141, c[0.483,83], d[0.658,0.937], g[0.827]
Training on Epoch 2 =>: 67%|█████████████████████████████████████▎ | 142/213 [00:43<00:21, 3.25it/s]
>142, c[0.433,83], d[0.810,0.683], g[0.636]
Training on Epoch 2 =>: 67%|█████████████████████████████████████▌ | 143/213 [00:43<00:21, 3.27it/s]
>143, c[0.299,100], d[0.688,0.894], g[0.519]
Training on Epoch 2 =>: 68%|█████████████████████████████████████▊ | 144/213 [00:43<00:20, 3.31it/s]
>144, c[0.261,83], d[0.560,0.778], g[0.821]
Training on Epoch 2 =>: 68%|██████████████████████████████████████ | 145/213 [00:43<00:20, 3.30it/s]
>145, c[0.476,67], d[0.567,0.945], g[0.847]
Training on Epoch 2 =>: 69%|██████████████████████████████████████▍ | 146/213 [00:44<00:20, 3.34it/s]
>146, c[0.707,50], d[0.674,0.853], g[0.828]
Training on Epoch 2 =>: 69%|██████████████████████████████████████▋ | 147/213 [00:44<00:19, 3.33it/s]
>147, c[0.783,83], d[0.655,0.725], g[0.760]
Training on Epoch 2 =>: 69%|██████████████████████████████████████▉ | 148/213 [00:44<00:19, 3.33it/s]
>148, c[0.595,67], d[0.742,0.903], g[0.664]
Training on Epoch 2 =>: 70%|███████████████████████████████████████▏ | 149/213 [00:45<00:19, 3.29it/s]
>149, c[0.456,83], d[0.502,0.892], g[1.049]
Training on Epoch 2 =>: 70%|███████████████████████████████████████▍ | 150/213 [00:45<00:19, 3.23it/s]
>150, c[0.878,67], d[0.749,0.719], g[1.011]
Training on Epoch 2 =>: 71%|███████████████████████████████████████▋ | 151/213 [00:45<00:18, 3.29it/s]
>151, c[0.938,33], d[0.747,0.739], g[0.723]
Training on Epoch 2 =>: 71%|███████████████████████████████████████▉ | 152/213 [00:46<00:18, 3.30it/s]
>152, c[0.848,50], d[0.705,0.859], g[0.657]
Training on Epoch 2 =>: 72%|████████████████████████████████████████▏ | 153/213 [00:46<00:18, 3.29it/s]
>153, c[0.370,100], d[0.530,0.900], g[0.754]
Training on Epoch 2 =>: 72%|████████████████████████████████████████▍ | 154/213 [00:46<00:17, 3.30it/s]
>154, c[1.223,50], d[0.744,0.843], g[0.660]
Training on Epoch 2 =>: 73%|████████████████████████████████████████▊ | 155/213 [00:47<00:17, 3.27it/s]
>155, c[0.544,50], d[0.642,0.936], g[0.646]
Training on Epoch 2 =>: 73%|█████████████████████████████████████████ | 156/213 [00:47<00:17, 3.29it/s]
>156, c[0.785,67], d[0.639,0.864], g[0.688]
Training on Epoch 2 =>: 74%|█████████████████████████████████████████▎ | 157/213 [00:47<00:16, 3.32it/s]
>157, c[0.701,83], d[0.445,0.826], g[0.894]
Training on Epoch 2 =>: 74%|█████████████████████████████████████████▌ | 158/213 [00:47<00:16, 3.31it/s]
>158, c[0.490,83], d[0.876,0.853], g[0.796]
Training on Epoch 2 =>: 75%|█████████████████████████████████████████▊ | 159/213 [00:48<00:16, 3.31it/s]
>159, c[0.852,50], d[0.685,0.806], g[0.933]
Training on Epoch 2 =>: 75%|██████████████████████████████████████████ | 160/213 [00:48<00:16, 3.30it/s]
>160, c[0.435,83], d[0.846,1.047], g[0.703]
Training on Epoch 2 =>: 76%|██████████████████████████████████████████▎ | 161/213 [00:48<00:15, 3.31it/s]
>161, c[0.708,50], d[0.937,0.796], g[0.671]
Training on Epoch 2 =>: 76%|██████████████████████████████████████████▌ | 162/213 [00:49<00:15, 3.29it/s]
>162, c[0.414,100], d[0.781,0.896], g[0.650]
Training on Epoch 2 =>: 77%|██████████████████████████████████████████▊ | 163/213 [00:49<00:15, 3.28it/s]
>163, c[0.397,83], d[0.467,0.864], g[0.731]
Training on Epoch 2 =>: 77%|███████████████████████████████████████████ | 164/213 [00:49<00:14, 3.32it/s]
>164, c[0.795,50], d[0.787,0.889], g[0.723]
Training on Epoch 2 =>: 77%|███████████████████████████████████████████▍ | 165/213 [00:50<00:14, 3.29it/s]
>165, c[0.457,67], d[0.818,0.933], g[0.740]
Training on Epoch 2 =>: 78%|███████████████████████████████████████████▋ | 166/213 [00:50<00:14, 3.32it/s]
>166, c[0.293,83], d[0.641,0.763], g[1.051]
Training on Epoch 2 =>: 78%|███████████████████████████████████████████▉ | 167/213 [00:50<00:13, 3.31it/s]
>167, c[0.280,100], d[0.684,0.701], g[0.918]
Training on Epoch 2 =>: 79%|████████████████████████████████████████████▏ | 168/213 [00:50<00:13, 3.32it/s]
>168, c[0.221,100], d[0.829,0.934], g[0.557]
Training on Epoch 2 =>: 79%|████████████████████████████████████████████▍ | 169/213 [00:51<00:13, 3.23it/s]
>169, c[0.483,83], d[0.576,0.895], g[0.534]
Training on Epoch 2 =>: 80%|████████████████████████████████████████████▋ | 170/213 [00:51<00:13, 3.19it/s]
>170, c[0.313,100], d[0.409,0.995], g[0.743]
Training on Epoch 2 =>: 80%|████████████████████████████████████████████▉ | 171/213 [00:51<00:13, 3.21it/s]
>171, c[0.808,50], d[0.872,0.744], g[0.881]
Training on Epoch 2 =>: 81%|█████████████████████████████████████████████▏ | 172/213 [00:52<00:12, 3.26it/s]
>172, c[0.185,100], d[0.784,0.565], g[0.797]
Training on Epoch 2 =>: 81%|█████████████████████████████████████████████▍ | 173/213 [00:52<00:12, 3.28it/s]
>173, c[0.312,83], d[0.610,0.777], g[0.804]
Training on Epoch 2 =>: 82%|█████████████████████████████████████████████▋ | 174/213 [00:52<00:11, 3.26it/s]
>174, c[0.563,67], d[0.463,1.033], g[0.812]
Training on Epoch 2 =>: 82%|██████████████████████████████████████████████ | 175/213 [00:53<00:11, 3.27it/s]
>175, c[0.508,83], d[0.778,0.719], g[0.793]
Training on Epoch 2 =>: 83%|██████████████████████████████████████████████▎ | 176/213 [00:53<00:11, 3.28it/s]
>176, c[0.058,100], d[0.707,0.971], g[0.745]
Training on Epoch 2 =>: 83%|██████████████████████████████████████████████▌ | 177/213 [00:53<00:10, 3.28it/s]
>177, c[0.858,33], d[0.602,1.639], g[0.828]
Training on Epoch 2 =>: 84%|██████████████████████████████████████████████▊ | 178/213 [00:54<00:10, 3.19it/s]
>178, c[0.564,83], d[0.874,0.780], g[0.917]
Training on Epoch 2 =>: 84%|███████████████████████████████████████████████ | 179/213 [00:54<00:10, 3.19it/s]
>179, c[0.600,67], d[0.825,0.526], g[1.089]
Training on Epoch 2 =>: 85%|███████████████████████████████████████████████▎ | 180/213 [00:54<00:10, 3.26it/s]
>180, c[0.714,67], d[0.856,0.924], g[1.048]
Training on Epoch 2 =>: 85%|███████████████████████████████████████████████▌ | 181/213 [00:54<00:09, 3.27it/s]
>181, c[0.477,100], d[1.164,0.930], g[0.559]
Training on Epoch 2 =>: 85%|███████████████████████████████████████████████▊ | 182/213 [00:55<00:09, 3.28it/s]
>182, c[0.830,67], d[0.678,0.992], g[0.686]
Training on Epoch 2 =>: 86%|████████████████████████████████████████████████ | 183/213 [00:55<00:09, 3.28it/s]
>183, c[0.647,67], d[0.523,0.758], g[0.901]
Training on Epoch 2 =>: 86%|████████████████████████████████████████████████▍ | 184/213 [00:55<00:08, 3.27it/s]
>184, c[0.622,83], d[0.889,0.693], g[0.753]
Training on Epoch 2 =>: 87%|████████████████████████████████████████████████▋ | 185/213 [00:56<00:08, 3.31it/s]
>185, c[0.235,100], d[0.772,0.606], g[0.983]
Training on Epoch 2 =>: 87%|████████████████████████████████████████████████▉ | 186/213 [00:56<00:08, 3.28it/s]
>186, c[0.425,83], d[0.357,0.640], g[1.133]
Training on Epoch 2 =>: 88%|█████████████████████████████████████████████████▏ | 187/213 [00:56<00:07, 3.29it/s]
>187, c[1.102,50], d[0.644,0.718], g[1.166]
Training on Epoch 2 =>: 88%|█████████████████████████████████████████████████▍ | 188/213 [00:57<00:07, 3.31it/s]
>188, c[0.536,50], d[0.865,0.715], g[0.843]
Training on Epoch 2 =>: 89%|█████████████████████████████████████████████████▋ | 189/213 [00:57<00:07, 3.33it/s]
>189, c[1.237,33], d[0.703,1.047], g[0.633]
Training on Epoch 2 =>: 89%|█████████████████████████████████████████████████▉ | 190/213 [00:57<00:06, 3.36it/s]
>190, c[0.284,100], d[0.575,0.931], g[0.670]
Training on Epoch 2 =>: 90%|██████████████████████████████████████████████████▏ | 191/213 [00:57<00:06, 3.35it/s]
>191, c[0.785,67], d[0.991,0.964], g[0.836]
Training on Epoch 2 =>: 90%|██████████████████████████████████████████████████▍ | 192/213 [00:58<00:06, 3.36it/s]
>192, c[0.253,83], d[0.763,0.762], g[1.025]
Training on Epoch 2 =>: 91%|██████████████████████████████████████████████████▋ | 193/213 [00:58<00:05, 3.40it/s]
>193, c[0.826,33], d[0.678,1.046], g[0.591]
Training on Epoch 2 =>: 91%|███████████████████████████████████████████████████ | 194/213 [00:58<00:05, 3.39it/s]
>194, c[0.649,100], d[0.432,0.908], g[0.757]
Training on Epoch 2 =>: 92%|███████████████████████████████████████████████████▎ | 195/213 [00:59<00:05, 3.26it/s]
>195, c[0.630,50], d[0.513,0.915], g[0.804]
Training on Epoch 2 =>: 92%|███████████████████████████████████████████████████▌ | 196/213 [00:59<00:05, 3.29it/s]
>196, c[0.386,83], d[0.686,0.864], g[0.735]
Training on Epoch 2 =>: 92%|███████████████████████████████████████████████████▊ | 197/213 [00:59<00:04, 3.31it/s]
>197, c[0.278,100], d[1.004,0.809], g[0.650]
Training on Epoch 2 =>: 93%|████████████████████████████████████████████████████ | 198/213 [01:00<00:04, 3.32it/s]
>198, c[0.589,50], d[0.602,0.992], g[0.676]
Training on Epoch 2 =>: 93%|████████████████████████████████████████████████████▎ | 199/213 [01:00<00:04, 3.32it/s]
>199, c[0.313,83], d[0.642,0.726], g[0.831]
Training on Epoch 2 =>: 94%|████████████████████████████████████████████████████▌ | 200/213 [01:00<00:03, 3.29it/s]
>200, c[0.872,67], d[0.561,1.155], g[0.796]
Training on Epoch 2 =>: 94%|████████████████████████████████████████████████████▊ | 201/213 [01:00<00:03, 3.28it/s]
>201, c[0.176,100], d[0.828,0.788], g[0.695]
Training on Epoch 2 =>: 95%|█████████████████████████████████████████████████████ | 202/213 [01:01<00:03, 3.24it/s]
>202, c[0.551,83], d[0.595,0.985], g[0.726]
Training on Epoch 2 =>: 95%|█████████████████████████████████████████████████████▎ | 203/213 [01:01<00:03, 3.28it/s]
>203, c[0.600,83], d[0.807,0.974], g[0.650]
Training on Epoch 2 =>: 96%|█████████████████████████████████████████████████████▋ | 204/213 [01:01<00:02, 3.30it/s]
>204, c[0.893,50], d[0.496,0.763], g[0.726]
Training on Epoch 2 =>: 96%|█████████████████████████████████████████████████████▉ | 205/213 [01:02<00:02, 3.26it/s]
>205, c[0.380,83], d[0.658,0.817], g[0.902]
Training on Epoch 2 =>: 97%|██████████████████████████████████████████████████████▏ | 206/213 [01:02<00:02, 3.27it/s]
>206, c[0.660,67], d[0.564,0.833], g[0.939]
Training on Epoch 2 =>: 97%|██████████████████████████████████████████████████████▍ | 207/213 [01:02<00:01, 3.29it/s]
>207, c[0.552,83], d[0.696,0.713], g[0.948]
Training on Epoch 2 =>: 98%|██████████████████████████████████████████████████████▋ | 208/213 [01:03<00:01, 3.24it/s]
>208, c[0.136,100], d[0.624,0.788], g[0.892]
Training on Epoch 2 =>: 98%|██████████████████████████████████████████████████████▉ | 209/213 [01:03<00:01, 3.23it/s]
>209, c[0.265,83], d[0.944,0.812], g[0.769]
Training on Epoch 2 =>: 99%|███████████████████████████████████████████████████████▏| 210/213 [01:03<00:00, 3.26it/s]
>210, c[0.557,83], d[0.580,0.880], g[0.802]
Training on Epoch 2 =>: 99%|███████████████████████████████████████████████████████▍| 211/213 [01:04<00:00, 3.28it/s]
>211, c[0.530,67], d[0.606,0.772], g[0.958]
Training on Epoch 2 =>: 100%|███████████████████████████████████████████████████████▋| 212/213 [01:04<00:00, 3.27it/s]
>212, c[0.485,83], d[0.724,0.809], g[1.021]
Training on Epoch 2 =>: 100%|████████████████████████████████████████████████████████| 213/213 [01:04<00:00, 3.29it/s]
>213, c[0.419,83], d[0.731,0.593], g[0.741]
EPOCHS =>: 4%|██▉ | 2/50 [02:18<54:58, 68.72s/it]
Classifier Accuracy: 88.785%, Precision: 0.888%, Recall: 0.888%
Training on Epoch 3 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 3 =>: 0%|▎ | 1/213 [00:00<01:04, 3.29it/s]
>1, c[0.409,89], d[0.607,1.253], g[0.842]
Training on Epoch 3 =>: 1%|▌ | 2/213 [00:00<01:05, 3.24it/s]
>2, c[0.616,83], d[0.887,0.805], g[0.873]
Training on Epoch 3 =>: 1%|▊ | 3/213 [00:00<01:05, 3.19it/s]
>3, c[0.809,50], d[0.875,0.668], g[0.974]
Training on Epoch 3 =>: 2%|█ | 4/213 [00:01<01:05, 3.20it/s]
>4, c[0.369,83], d[0.828,0.625], g[0.665]
Training on Epoch 3 =>: 2%|█▎ | 5/213 [00:01<01:05, 3.19it/s]
>5, c[0.542,67], d[0.552,0.900], g[0.660]
Training on Epoch 3 =>: 3%|█▋ | 6/213 [00:01<01:05, 3.17it/s]
>6, c[0.768,67], d[0.509,0.860], g[0.763]
Training on Epoch 3 =>: 3%|█▉ | 7/213 [00:02<01:05, 3.17it/s]
>7, c[0.739,67], d[0.693,0.692], g[0.912]
Training on Epoch 3 =>: 4%|██▏ | 8/213 [00:02<01:03, 3.21it/s]
>8, c[0.266,100], d[0.696,0.809], g[0.762]
Training on Epoch 3 =>: 4%|██▍ | 9/213 [00:02<01:02, 3.25it/s]
>9, c[0.099,100], d[0.494,0.902], g[0.702]
Training on Epoch 3 =>: 5%|██▋ | 10/213 [00:03<01:02, 3.26it/s]
>10, c[0.395,83], d[0.570,0.887], g[0.802]
Training on Epoch 3 =>: 5%|██▉ | 11/213 [00:03<01:01, 3.26it/s]
>11, c[0.451,83], d[0.579,0.629], g[0.966]
Training on Epoch 3 =>: 6%|███▏ | 12/213 [00:03<01:02, 3.19it/s]
>12, c[0.960,83], d[0.717,0.728], g[0.854]
Training on Epoch 3 =>: 6%|███▍ | 13/213 [00:04<01:02, 3.19it/s]
>13, c[1.007,50], d[0.630,0.800], g[0.785]
Training on Epoch 3 =>: 7%|███▋ | 14/213 [00:04<01:01, 3.22it/s]
>14, c[0.519,67], d[0.498,0.756], g[0.919]
Training on Epoch 3 =>: 7%|████ | 15/213 [00:04<01:01, 3.23it/s]
>15, c[0.599,67], d[0.396,0.631], g[1.005]
Training on Epoch 3 =>: 8%|████▎ | 16/213 [00:04<01:00, 3.26it/s]
>16, c[0.670,67], d[0.536,0.686], g[0.989]
Training on Epoch 3 =>: 8%|████▌ | 17/213 [00:05<01:00, 3.26it/s]
>17, c[0.319,100], d[0.681,0.688], g[0.955]
Training on Epoch 3 =>: 8%|████▊ | 18/213 [00:05<00:58, 3.31it/s]
>18, c[0.648,83], d[0.445,1.499], g[1.052]
Training on Epoch 3 =>: 9%|█████ | 19/213 [00:05<00:58, 3.30it/s]
>19, c[0.235,100], d[0.706,0.776], g[0.835]
Training on Epoch 3 =>: 9%|█████▎ | 20/213 [00:06<00:59, 3.25it/s]
>20, c[0.213,100], d[0.757,0.961], g[0.773]
Training on Epoch 3 =>: 10%|█████▌ | 21/213 [00:06<00:57, 3.31it/s]
>21, c[0.246,100], d[0.857,0.969], g[1.037]
Training on Epoch 3 =>: 10%|█████▉ | 22/213 [00:06<00:57, 3.32it/s]
>22, c[0.416,83], d[0.610,0.732], g[1.475]
Training on Epoch 3 =>: 11%|██████▏ | 23/213 [00:07<00:58, 3.24it/s]
>23, c[0.220,100], d[1.072,1.102], g[0.481]
Training on Epoch 3 =>: 11%|██████▍ | 24/213 [00:07<00:58, 3.25it/s]
>24, c[0.415,83], d[0.642,1.294], g[0.701]
Training on Epoch 3 =>: 12%|██████▋ | 25/213 [00:07<00:58, 3.24it/s]
>25, c[0.333,100], d[0.574,0.694], g[0.912]
Training on Epoch 3 =>: 12%|██████▉ | 26/213 [00:08<00:57, 3.26it/s]
>26, c[0.425,83], d[1.035,0.578], g[0.982]
Training on Epoch 3 =>: 13%|███████▏ | 27/213 [00:08<00:57, 3.24it/s]
>27, c[0.393,83], d[0.799,0.581], g[0.718]
Training on Epoch 3 =>: 13%|███████▍ | 28/213 [00:08<00:56, 3.26it/s]
>28, c[0.257,100], d[0.674,1.129], g[0.717]
Training on Epoch 3 =>: 14%|███████▊ | 29/213 [00:08<00:55, 3.29it/s]
>29, c[0.227,100], d[0.467,0.653], g[1.397]
Training on Epoch 3 =>: 14%|████████ | 30/213 [00:09<00:55, 3.31it/s]
>30, c[0.243,100], d[0.635,0.557], g[0.899]
Training on Epoch 3 =>: 15%|████████▎ | 31/213 [00:09<00:54, 3.32it/s]
>31, c[0.077,100], d[0.875,0.857], g[0.939]
Training on Epoch 3 =>: 15%|████████▌ | 32/213 [00:09<00:54, 3.32it/s]
>32, c[0.276,100], d[0.754,1.068], g[0.641]
Training on Epoch 3 =>: 15%|████████▊ | 33/213 [00:10<00:54, 3.31it/s]
>33, c[0.374,83], d[0.514,0.757], g[0.659]
Training on Epoch 3 =>: 16%|█████████ | 34/213 [00:10<00:53, 3.35it/s]
>34, c[0.095,100], d[0.681,0.937], g[0.723]
Training on Epoch 3 =>: 16%|█████████▎ | 35/213 [00:10<00:53, 3.33it/s]
>35, c[0.674,67], d[0.779,1.273], g[1.003]
Training on Epoch 3 =>: 17%|█████████▋ | 36/213 [00:11<00:54, 3.27it/s]
>36, c[0.339,83], d[0.943,0.916], g[0.829]
Training on Epoch 3 =>: 17%|█████████▉ | 37/213 [00:11<00:53, 3.30it/s]
>37, c[0.248,100], d[0.729,0.741], g[0.857]
Training on Epoch 3 =>: 18%|██████████▏ | 38/213 [00:11<00:53, 3.29it/s]
>38, c[0.273,100], d[0.514,0.688], g[0.732]
Training on Epoch 3 =>: 18%|██████████▍ | 39/213 [00:11<00:53, 3.28it/s]
>39, c[0.132,100], d[1.071,0.918], g[0.792]
Training on Epoch 3 =>: 19%|██████████▋ | 40/213 [00:12<00:53, 3.23it/s]
>40, c[0.406,83], d[0.873,0.923], g[0.789]
Training on Epoch 3 =>: 19%|██████████▉ | 41/213 [00:12<00:52, 3.26it/s]
>41, c[0.287,83], d[0.643,0.715], g[0.858]
Training on Epoch 3 =>: 20%|███████████▏ | 42/213 [00:12<00:52, 3.28it/s]
>42, c[0.292,83], d[0.706,0.720], g[0.783]
Training on Epoch 3 =>: 20%|███████████▌ | 43/213 [00:13<00:51, 3.27it/s]
>43, c[0.307,83], d[0.634,0.692], g[0.926]
Training on Epoch 3 =>: 21%|███████████▊ | 44/213 [00:13<00:51, 3.29it/s]
>44, c[0.279,83], d[0.442,0.647], g[0.935]
Training on Epoch 3 =>: 21%|████████████ | 45/213 [00:13<00:50, 3.33it/s]
>45, c[0.339,83], d[0.752,0.651], g[0.946]
Training on Epoch 3 =>: 22%|████████████▎ | 46/213 [00:14<00:50, 3.33it/s]
>46, c[0.083,100], d[0.570,1.243], g[0.603]
Training on Epoch 3 =>: 22%|████████████▌ | 47/213 [00:14<00:49, 3.34it/s]
>47, c[0.260,100], d[0.564,0.863], g[0.994]
Training on Epoch 3 =>: 23%|████████████▊ | 48/213 [00:14<00:51, 3.22it/s]
>48, c[0.186,100], d[0.523,0.851], g[0.797]
Training on Epoch 3 =>: 23%|█████████████ | 49/213 [00:15<00:50, 3.25it/s]
>49, c[0.743,67], d[0.346,1.202], g[1.442]
Training on Epoch 3 =>: 23%|█████████████▍ | 50/213 [00:15<00:49, 3.28it/s]
>50, c[0.063,100], d[1.664,0.531], g[1.088]
Training on Epoch 3 =>: 24%|█████████████▋ | 51/213 [00:15<00:49, 3.30it/s]
>51, c[0.638,67], d[0.840,0.843], g[1.015]
Training on Epoch 3 =>: 24%|█████████████▉ | 52/213 [00:15<00:48, 3.32it/s]
>52, c[0.692,33], d[0.441,1.058], g[0.992]
Training on Epoch 3 =>: 25%|██████████████▏ | 53/213 [00:16<00:48, 3.33it/s]
>53, c[0.644,83], d[0.720,0.878], g[0.756]
Training on Epoch 3 =>: 25%|██████████████▍ | 54/213 [00:16<00:47, 3.33it/s]
>54, c[0.458,83], d[0.669,0.672], g[0.907]
Training on Epoch 3 =>: 26%|██████████████▋ | 55/213 [00:16<00:48, 3.27it/s]
>55, c[0.256,83], d[0.703,0.681], g[1.200]
Training on Epoch 3 =>: 26%|██████████████▉ | 56/213 [00:17<00:48, 3.25it/s]
>56, c[0.414,83], d[0.670,0.886], g[1.159]
Training on Epoch 3 =>: 27%|███████████████▎ | 57/213 [00:17<00:48, 3.24it/s]
>57, c[0.618,83], d[0.838,0.982], g[0.603]
Training on Epoch 3 =>: 27%|███████████████▌ | 58/213 [00:17<00:48, 3.23it/s]
>58, c[0.191,100], d[0.465,1.050], g[0.693]
Training on Epoch 3 =>: 28%|███████████████▊ | 59/213 [00:18<00:47, 3.26it/s]
>59, c[0.178,100], d[0.624,0.867], g[0.601]
Training on Epoch 3 =>: 28%|████████████████ | 60/213 [00:18<00:47, 3.25it/s]
>60, c[0.178,100], d[0.712,0.629], g[0.662]
Training on Epoch 3 =>: 29%|████████████████▎ | 61/213 [00:18<00:46, 3.25it/s]
>61, c[0.478,83], d[0.840,1.085], g[0.866]
Training on Epoch 3 =>: 29%|████████████████▌ | 62/213 [00:18<00:46, 3.24it/s]
>62, c[0.280,83], d[0.636,1.097], g[0.774]
Training on Epoch 3 =>: 30%|████████████████▊ | 63/213 [00:19<00:45, 3.27it/s]
>63, c[0.490,67], d[0.438,0.958], g[1.531]
Training on Epoch 3 =>: 30%|█████████████████▏ | 64/213 [00:19<00:45, 3.29it/s]
>64, c[0.369,100], d[1.038,0.538], g[1.348]
Training on Epoch 3 =>: 31%|█████████████████▍ | 65/213 [00:19<00:45, 3.26it/s]
>65, c[0.441,67], d[0.738,0.845], g[0.866]
Training on Epoch 3 =>: 31%|█████████████████▋ | 66/213 [00:20<00:44, 3.29it/s]
>66, c[0.497,67], d[0.982,1.176], g[0.697]
Training on Epoch 3 =>: 31%|█████████████████▉ | 67/213 [00:20<00:44, 3.29it/s]
>67, c[0.224,83], d[0.689,1.060], g[0.925]
Training on Epoch 3 =>: 32%|██████████████████▏ | 68/213 [00:20<00:43, 3.30it/s]
>68, c[0.613,67], d[0.646,0.919], g[0.826]
Training on Epoch 3 =>: 32%|██████████████████▍ | 69/213 [00:21<00:44, 3.25it/s]
>69, c[0.141,100], d[0.808,0.866], g[0.875]
Training on Epoch 3 =>: 33%|██████████████████▋ | 70/213 [00:21<00:45, 3.16it/s]
>70, c[0.601,50], d[0.653,0.814], g[0.938]
Training on Epoch 3 =>: 33%|███████████████████ | 71/213 [00:21<00:44, 3.23it/s]
>71, c[0.257,100], d[0.889,0.978], g[0.923]
Training on Epoch 3 =>: 34%|███████████████████▎ | 72/213 [00:22<00:43, 3.25it/s]
>72, c[0.252,100], d[0.572,0.891], g[1.085]
Training on Epoch 3 =>: 34%|███████████████████▌ | 73/213 [00:22<00:42, 3.29it/s]
>73, c[0.103,100], d[0.855,0.737], g[1.308]
Training on Epoch 3 =>: 35%|███████████████████▊ | 74/213 [00:22<00:42, 3.30it/s]
>74, c[0.207,100], d[0.914,0.798], g[1.010]
Training on Epoch 3 =>: 35%|████████████████████ | 75/213 [00:22<00:41, 3.31it/s]
>75, c[0.241,100], d[0.785,0.726], g[1.062]
Training on Epoch 3 =>: 36%|████████████████████▎ | 76/213 [00:23<00:41, 3.29it/s]
>76, c[0.321,100], d[0.979,1.393], g[0.606]
Training on Epoch 3 =>: 36%|████████████████████▌ | 77/213 [00:23<00:41, 3.29it/s]
>77, c[0.477,83], d[0.351,0.905], g[0.951]
Training on Epoch 3 =>: 37%|████████████████████▊ | 78/213 [00:23<00:41, 3.27it/s]
>78, c[0.089,100], d[0.733,1.121], g[0.909]
Training on Epoch 3 =>: 37%|█████████████████████▏ | 79/213 [00:24<00:41, 3.25it/s]
>79, c[0.179,100], d[1.085,0.767], g[0.695]
Training on Epoch 3 =>: 38%|█████████████████████▍ | 80/213 [00:24<00:40, 3.28it/s]
>80, c[0.126,100], d[0.571,0.761], g[0.649]
Training on Epoch 3 =>: 38%|█████████████████████▋ | 81/213 [00:24<00:40, 3.26it/s]
>81, c[0.079,100], d[0.492,0.953], g[1.167]
Training on Epoch 3 =>: 38%|█████████████████████▉ | 82/213 [00:25<00:40, 3.27it/s]
>82, c[0.269,83], d[0.958,0.575], g[0.943]
Training on Epoch 3 =>: 39%|██████████████████████▏ | 83/213 [00:25<00:39, 3.29it/s]
>83, c[0.094,100], d[0.885,0.805], g[0.750]
Training on Epoch 3 =>: 39%|██████████████████████▍ | 84/213 [00:25<00:38, 3.32it/s]
>84, c[0.686,50], d[0.572,0.528], g[1.159]
Training on Epoch 3 =>: 40%|██████████████████████▋ | 85/213 [00:26<00:39, 3.26it/s]
>85, c[0.267,100], d[0.344,1.261], g[1.383]
Training on Epoch 3 =>: 40%|███████████████████████ | 86/213 [00:26<00:39, 3.26it/s]
>86, c[1.240,67], d[0.309,1.423], g[0.837]
Training on Epoch 3 =>: 41%|███████████████████████▎ | 87/213 [00:26<00:38, 3.29it/s]
>87, c[2.307,17], d[0.513,0.846], g[0.883]
Training on Epoch 3 =>: 41%|███████████████████████▌ | 88/213 [00:26<00:37, 3.32it/s]
>88, c[0.474,83], d[0.613,0.712], g[1.081]
Training on Epoch 3 =>: 42%|███████████████████████▊ | 89/213 [00:27<00:37, 3.31it/s]
>89, c[0.428,83], d[0.756,0.617], g[1.049]
Training on Epoch 3 =>: 42%|████████████████████████ | 90/213 [00:27<00:37, 3.32it/s]
>90, c[0.532,83], d[0.658,0.597], g[0.990]
Training on Epoch 3 =>: 43%|████████████████████████▎ | 91/213 [00:27<00:36, 3.32it/s]
>91, c[0.743,67], d[0.710,0.825], g[0.830]
Training on Epoch 3 =>: 43%|████████████████████████▌ | 92/213 [00:28<00:36, 3.30it/s]
>92, c[0.500,83], d[0.405,0.975], g[0.868]
Training on Epoch 3 =>: 44%|████████████████████████▉ | 93/213 [00:28<00:36, 3.31it/s]
>93, c[0.213,83], d[0.516,0.749], g[0.948]
Training on Epoch 3 =>: 44%|█████████████████████████▏ | 94/213 [00:28<00:36, 3.28it/s]
>94, c[0.586,83], d[0.939,0.906], g[0.687]
Training on Epoch 3 =>: 45%|█████████████████████████▍ | 95/213 [00:29<00:35, 3.31it/s]
>95, c[1.284,33], d[0.746,1.253], g[0.868]
Training on Epoch 3 =>: 45%|█████████████████████████▋ | 96/213 [00:29<00:35, 3.32it/s]
>96, c[0.480,67], d[0.757,0.842], g[0.700]
Training on Epoch 3 =>: 46%|█████████████████████████▉ | 97/213 [00:29<00:35, 3.31it/s]
>97, c[0.521,83], d[0.832,0.809], g[0.767]
Training on Epoch 3 =>: 46%|██████████████████████████▏ | 98/213 [00:29<00:34, 3.32it/s]
>98, c[0.248,100], d[0.780,0.640], g[1.537]
Training on Epoch 3 =>: 46%|██████████████████████████▍ | 99/213 [00:30<00:34, 3.27it/s]
>99, c[0.200,100], d[0.737,0.428], g[1.206]
Training on Epoch 3 =>: 47%|██████████████████████████▎ | 100/213 [00:30<00:34, 3.27it/s]
>100, c[0.126,100], d[0.992,1.108], g[0.551]
Training on Epoch 3 =>: 47%|██████████████████████████▌ | 101/213 [00:30<00:34, 3.27it/s]
>101, c[0.134,100], d[0.649,1.138], g[0.434]
Training on Epoch 3 =>: 48%|██████████████████████████▊ | 102/213 [00:31<00:33, 3.29it/s]
>102, c[0.163,100], d[0.644,0.872], g[0.777]
Training on Epoch 3 =>: 48%|███████████████████████████ | 103/213 [00:31<00:33, 3.31it/s]
>103, c[0.527,83], d[0.580,0.652], g[0.897]
Training on Epoch 3 =>: 49%|███████████████████████████▎ | 104/213 [00:31<00:33, 3.28it/s]
>104, c[0.512,67], d[0.759,0.865], g[0.819]
Training on Epoch 3 =>: 49%|███████████████████████████▌ | 105/213 [00:32<00:32, 3.29it/s]
>105, c[0.207,83], d[0.637,0.720], g[0.924]
Training on Epoch 3 =>: 50%|███████████████████████████▊ | 106/213 [00:32<00:32, 3.28it/s]
>106, c[0.151,100], d[0.782,0.801], g[0.851]
Training on Epoch 3 =>: 50%|████████████████████████████▏ | 107/213 [00:32<00:32, 3.23it/s]
>107, c[0.719,50], d[0.663,0.737], g[0.748]
Training on Epoch 3 =>: 51%|████████████████████████████▍ | 108/213 [00:32<00:31, 3.29it/s]
>108, c[0.104,100], d[0.499,1.323], g[0.783]
Training on Epoch 3 =>: 51%|████████████████████████████▋ | 109/213 [00:33<00:31, 3.30it/s]
>109, c[0.521,83], d[0.826,0.816], g[0.790]
Training on Epoch 3 =>: 52%|████████████████████████████▉ | 110/213 [00:33<00:31, 3.31it/s]
>110, c[0.139,83], d[0.673,0.667], g[0.869]
Training on Epoch 3 =>: 52%|█████████████████████████████▏ | 111/213 [00:33<00:30, 3.31it/s]
>111, c[0.341,100], d[0.822,0.704], g[0.885]
Training on Epoch 3 =>: 53%|█████████████████████████████▍ | 112/213 [00:34<00:30, 3.27it/s]
>112, c[0.256,83], d[0.584,0.554], g[0.988]
Training on Epoch 3 =>: 53%|█████████████████████████████▋ | 113/213 [00:34<00:30, 3.25it/s]
>113, c[0.208,100], d[0.936,0.832], g[0.865]
Training on Epoch 3 =>: 54%|█████████████████████████████▉ | 114/213 [00:34<00:30, 3.24it/s]
>114, c[0.303,83], d[0.668,0.648], g[0.821]
Training on Epoch 3 =>: 54%|██████████████████████████████▏ | 115/213 [00:35<00:30, 3.20it/s]
>115, c[0.218,100], d[0.669,0.818], g[0.738]
Training on Epoch 3 =>: 54%|██████████████████████████████▍ | 116/213 [00:35<00:30, 3.22it/s]
>116, c[0.241,100], d[0.557,0.764], g[0.856]
Training on Epoch 3 =>: 55%|██████████████████████████████▊ | 117/213 [00:35<00:29, 3.24it/s]
>117, c[0.182,100], d[0.629,0.703], g[0.824]
Training on Epoch 3 =>: 55%|███████████████████████████████ | 118/213 [00:36<00:29, 3.22it/s]
>118, c[0.275,83], d[0.726,0.663], g[0.885]
Training on Epoch 3 =>: 56%|███████████████████████████████▎ | 119/213 [00:36<00:28, 3.27it/s]
>119, c[0.669,83], d[0.637,0.606], g[0.848]
Training on Epoch 3 =>: 56%|███████████████████████████████▌ | 120/213 [00:36<00:28, 3.30it/s]
>120, c[0.091,100], d[0.428,0.635], g[0.922]
Training on Epoch 3 =>: 57%|███████████████████████████████▊ | 121/213 [00:36<00:27, 3.30it/s]
>121, c[0.221,100], d[0.383,0.933], g[0.899]
Training on Epoch 3 =>: 57%|████████████████████████████████ | 122/213 [00:37<00:28, 3.25it/s]
>122, c[0.150,100], d[0.529,0.875], g[0.883]
Training on Epoch 3 =>: 58%|████████████████████████████████▎ | 123/213 [00:37<00:27, 3.23it/s]
>123, c[0.158,100], d[0.909,1.755], g[0.973]
Training on Epoch 3 =>: 58%|████████████████████████████████▌ | 124/213 [00:37<00:27, 3.25it/s]
>124, c[0.257,100], d[0.817,0.405], g[1.660]
Training on Epoch 3 =>: 59%|████████████████████████████████▊ | 125/213 [00:38<00:27, 3.24it/s]
>125, c[0.265,100], d[0.576,0.465], g[1.736]
Training on Epoch 3 =>: 59%|█████████████████████████████████▏ | 126/213 [00:38<00:26, 3.27it/s]
>126, c[0.184,100], d[0.969,0.690], g[0.737]
Training on Epoch 3 =>: 60%|█████████████████████████████████▍ | 127/213 [00:38<00:26, 3.30it/s]
>127, c[0.084,100], d[0.408,0.774], g[0.844]
Training on Epoch 3 =>: 60%|█████████████████████████████████▋ | 128/213 [00:39<00:25, 3.29it/s]
>128, c[0.097,100], d[0.690,0.570], g[0.902]
Training on Epoch 3 =>: 61%|█████████████████████████████████▉ | 129/213 [00:39<00:25, 3.31it/s]
>129, c[0.426,67], d[0.595,0.614], g[1.054]
Training on Epoch 3 =>: 61%|██████████████████████████████████▏ | 130/213 [00:39<00:24, 3.32it/s]
>130, c[0.250,83], d[0.581,0.472], g[1.258]
Training on Epoch 3 =>: 62%|██████████████████████████████████▍ | 131/213 [00:40<00:24, 3.31it/s]
>131, c[0.052,100], d[0.856,0.467], g[0.996]
Training on Epoch 3 =>: 62%|██████████████████████████████████▋ | 132/213 [00:40<00:24, 3.32it/s]
>132, c[0.048,100], d[0.473,0.668], g[1.245]
Training on Epoch 3 =>: 62%|██████████████████████████████████▉ | 133/213 [00:40<00:24, 3.33it/s]
>133, c[0.035,100], d[0.507,0.577], g[1.066]
Training on Epoch 3 =>: 63%|███████████████████████████████████▏ | 134/213 [00:40<00:23, 3.33it/s]
>134, c[0.055,100], d[0.527,0.695], g[1.188]
Training on Epoch 3 =>: 63%|███████████████████████████████████▍ | 135/213 [00:41<00:23, 3.33it/s]
>135, c[0.233,100], d[0.343,0.713], g[1.180]
Training on Epoch 3 =>: 64%|███████████████████████████████████▊ | 136/213 [00:41<00:23, 3.33it/s]
>136, c[0.157,100], d[0.573,0.491], g[0.978]
Training on Epoch 3 =>: 64%|████████████████████████████████████ | 137/213 [00:41<00:22, 3.32it/s]
>137, c[0.009,100], d[0.829,0.874], g[0.774]
Training on Epoch 3 =>: 65%|████████████████████████████████████▎ | 138/213 [00:42<00:22, 3.30it/s]
>138, c[0.222,83], d[0.748,1.367], g[0.851]
Training on Epoch 3 =>: 65%|████████████████████████████████████▌ | 139/213 [00:42<00:22, 3.27it/s]
>139, c[0.399,67], d[0.896,1.419], g[0.791]
Training on Epoch 3 =>: 66%|████████████████████████████████████▊ | 140/213 [00:42<00:22, 3.27it/s]
>140, c[0.120,100], d[0.771,0.963], g[0.640]
Training on Epoch 3 =>: 66%|█████████████████████████████████████ | 141/213 [00:43<00:22, 3.26it/s]
>141, c[0.205,100], d[0.783,0.858], g[1.048]
Training on Epoch 3 =>: 67%|█████████████████████████████████████▎ | 142/213 [00:43<00:21, 3.28it/s]
>142, c[0.310,83], d[0.884,0.709], g[0.784]
Training on Epoch 3 =>: 67%|█████████████████████████████████████▌ | 143/213 [00:43<00:21, 3.33it/s]
>143, c[0.283,83], d[0.905,0.918], g[0.690]
Training on Epoch 3 =>: 68%|█████████████████████████████████████▊ | 144/213 [00:43<00:21, 3.26it/s]
>144, c[0.068,100], d[0.691,0.860], g[0.814]
Training on Epoch 3 =>: 68%|██████████████████████████████████████ | 145/213 [00:44<00:20, 3.29it/s]
>145, c[0.133,100], d[0.893,0.747], g[1.046]
Training on Epoch 3 =>: 69%|██████████████████████████████████████▍ | 146/213 [00:44<00:20, 3.30it/s]
>146, c[0.143,100], d[0.792,0.656], g[0.634]
Training on Epoch 3 =>: 69%|██████████████████████████████████████▋ | 147/213 [00:44<00:19, 3.32it/s]
>147, c[0.339,83], d[0.807,0.740], g[1.063]
Training on Epoch 3 =>: 69%|██████████████████████████████████████▉ | 148/213 [00:45<00:20, 3.18it/s]
>148, c[0.329,100], d[0.777,0.918], g[1.226]
Training on Epoch 3 =>: 70%|███████████████████████████████████████▏ | 149/213 [00:45<00:19, 3.21it/s]
>149, c[0.335,83], d[0.888,0.826], g[0.954]
Training on Epoch 3 =>: 70%|███████████████████████████████████████▍ | 150/213 [00:45<00:19, 3.22it/s]
>150, c[0.327,67], d[0.797,1.059], g[0.691]
Training on Epoch 3 =>: 71%|███████████████████████████████████████▋ | 151/213 [00:46<00:19, 3.18it/s]
>151, c[0.139,100], d[0.592,0.629], g[1.222]
Training on Epoch 3 =>: 71%|███████████████████████████████████████▉ | 152/213 [00:46<00:19, 3.18it/s]
>152, c[0.279,100], d[0.751,1.116], g[0.936]
Training on Epoch 3 =>: 72%|████████████████████████████████████████▏ | 153/213 [00:46<00:19, 3.12it/s]
>153, c[0.120,100], d[0.654,0.806], g[0.767]
Training on Epoch 3 =>: 72%|████████████████████████████████████████▍ | 154/213 [00:47<00:18, 3.14it/s]
>154, c[0.203,100], d[1.089,0.793], g[0.849]
Training on Epoch 3 =>: 73%|████████████████████████████████████████▊ | 155/213 [00:47<00:18, 3.17it/s]
>155, c[0.288,100], d[0.817,0.644], g[0.984]
Training on Epoch 3 =>: 73%|█████████████████████████████████████████ | 156/213 [00:47<00:17, 3.20it/s]
>156, c[0.350,100], d[0.667,0.841], g[0.862]
Training on Epoch 3 =>: 74%|█████████████████████████████████████████▎ | 157/213 [00:48<00:17, 3.19it/s]
>157, c[0.376,83], d[0.565,1.102], g[0.933]
Training on Epoch 3 =>: 74%|█████████████████████████████████████████▌ | 158/213 [00:48<00:17, 3.21it/s]
>158, c[0.365,83], d[0.498,1.055], g[1.209]
Training on Epoch 3 =>: 75%|█████████████████████████████████████████▊ | 159/213 [00:48<00:16, 3.25it/s]
>159, c[0.214,100], d[0.669,0.611], g[1.358]
Training on Epoch 3 =>: 75%|██████████████████████████████████████████ | 160/213 [00:48<00:16, 3.26it/s]
>160, c[0.412,83], d[0.941,0.542], g[1.306]
Training on Epoch 3 =>: 76%|██████████████████████████████████████████▎ | 161/213 [00:49<00:15, 3.30it/s]
>161, c[0.085,100], d[0.987,0.578], g[1.125]
Training on Epoch 3 =>: 76%|██████████████████████████████████████████▌ | 162/213 [00:49<00:15, 3.31it/s]
>162, c[0.286,83], d[1.024,1.070], g[0.774]
Training on Epoch 3 =>: 77%|██████████████████████████████████████████▊ | 163/213 [00:49<00:15, 3.29it/s]
>163, c[0.178,100], d[0.362,1.080], g[0.832]
Training on Epoch 3 =>: 77%|███████████████████████████████████████████ | 164/213 [00:50<00:15, 3.27it/s]
>164, c[0.027,100], d[0.651,0.824], g[0.856]
Training on Epoch 3 =>: 77%|███████████████████████████████████████████▍ | 165/213 [00:50<00:14, 3.30it/s]
>165, c[0.143,100], d[0.536,0.627], g[0.833]
Training on Epoch 3 =>: 78%|███████████████████████████████████████████▋ | 166/213 [00:50<00:14, 3.30it/s]
>166, c[0.229,100], d[0.613,1.046], g[0.902]
Training on Epoch 3 =>: 78%|███████████████████████████████████████████▉ | 167/213 [00:51<00:13, 3.31it/s]
>167, c[0.304,83], d[0.743,0.521], g[1.089]
Training on Epoch 3 =>: 79%|████████████████████████████████████████████▏ | 168/213 [00:51<00:13, 3.31it/s]
>168, c[0.085,100], d[0.899,0.881], g[0.764]
Training on Epoch 3 =>: 79%|████████████████████████████████████████████▍ | 169/213 [00:51<00:13, 3.34it/s]
>169, c[0.304,100], d[0.606,0.680], g[0.689]
Training on Epoch 3 =>: 80%|████████████████████████████████████████████▋ | 170/213 [00:51<00:12, 3.31it/s]
>170, c[0.300,83], d[0.769,0.747], g[0.833]
Training on Epoch 3 =>: 80%|████████████████████████████████████████████▉ | 171/213 [00:52<00:12, 3.35it/s]
>171, c[0.172,83], d[0.687,0.642], g[1.479]
Training on Epoch 3 =>: 81%|█████████████████████████████████████████████▏ | 172/213 [00:52<00:12, 3.18it/s]
>172, c[0.118,100], d[0.766,0.861], g[0.620]
Training on Epoch 3 =>: 81%|█████████████████████████████████████████████▍ | 173/213 [00:52<00:12, 3.23it/s]
>173, c[0.264,83], d[0.648,0.824], g[0.778]
Training on Epoch 3 =>: 82%|█████████████████████████████████████████████▋ | 174/213 [00:53<00:12, 3.25it/s]
>174, c[0.157,100], d[0.679,0.636], g[0.740]
Training on Epoch 3 =>: 82%|██████████████████████████████████████████████ | 175/213 [00:53<00:11, 3.29it/s]
>175, c[0.294,83], d[0.525,1.165], g[0.912]
Training on Epoch 3 =>: 83%|██████████████████████████████████████████████▎ | 176/213 [00:53<00:11, 3.30it/s]
>176, c[0.180,100], d[0.663,0.669], g[1.094]
Training on Epoch 3 =>: 83%|██████████████████████████████████████████████▌ | 177/213 [00:54<00:10, 3.29it/s]
>177, c[0.066,100], d[0.782,0.637], g[0.976]
Training on Epoch 3 =>: 84%|██████████████████████████████████████████████▊ | 178/213 [00:54<00:10, 3.30it/s]
>178, c[0.005,100], d[0.506,0.374], g[0.813]
Training on Epoch 3 =>: 84%|███████████████████████████████████████████████ | 179/213 [00:54<00:10, 3.31it/s]
>179, c[0.077,100], d[0.469,0.647], g[0.707]
Training on Epoch 3 =>: 85%|███████████████████████████████████████████████▎ | 180/213 [00:55<00:10, 3.28it/s]
>180, c[0.045,100], d[0.674,1.265], g[0.913]
Training on Epoch 3 =>: 85%|███████████████████████████████████████████████▌ | 181/213 [00:55<00:09, 3.30it/s]
>181, c[0.242,83], d[0.964,0.723], g[0.949]
Training on Epoch 3 =>: 85%|███████████████████████████████████████████████▊ | 182/213 [00:55<00:09, 3.30it/s]
>182, c[0.317,83], d[0.717,0.724], g[0.758]
Training on Epoch 3 =>: 86%|████████████████████████████████████████████████ | 183/213 [00:55<00:09, 3.30it/s]
>183, c[0.405,83], d[0.778,0.722], g[1.552]
Training on Epoch 3 =>: 86%|████████████████████████████████████████████████▍ | 184/213 [00:56<00:08, 3.27it/s]
>184, c[0.070,100], d[0.630,1.192], g[1.143]
Training on Epoch 3 =>: 87%|████████████████████████████████████████████████▋ | 185/213 [00:56<00:08, 3.29it/s]
>185, c[0.023,100], d[0.890,0.701], g[0.775]
Training on Epoch 3 =>: 87%|████████████████████████████████████████████████▉ | 186/213 [00:56<00:08, 3.32it/s]
>186, c[0.437,83], d[0.535,0.569], g[1.090]
Training on Epoch 3 =>: 88%|█████████████████████████████████████████████████▏ | 187/213 [00:57<00:07, 3.31it/s]
>187, c[0.063,100], d[0.551,0.582], g[1.178]
Training on Epoch 3 =>: 88%|█████████████████████████████████████████████████▍ | 188/213 [00:57<00:07, 3.29it/s]
>188, c[0.116,100], d[0.829,0.879], g[0.767]
Training on Epoch 3 =>: 89%|█████████████████████████████████████████████████▋ | 189/213 [00:57<00:07, 3.31it/s]
>189, c[0.017,100], d[0.949,1.206], g[0.824]
Training on Epoch 3 =>: 89%|█████████████████████████████████████████████████▉ | 190/213 [00:58<00:07, 3.24it/s]
>190, c[0.176,83], d[0.820,0.799], g[0.860]
Training on Epoch 3 =>: 90%|██████████████████████████████████████████████████▏ | 191/213 [00:58<00:06, 3.24it/s]
>191, c[0.281,83], d[0.713,0.738], g[1.063]
Training on Epoch 3 =>: 90%|██████████████████████████████████████████████████▍ | 192/213 [00:58<00:06, 3.30it/s]
>192, c[0.188,100], d[0.648,0.944], g[0.743]
Training on Epoch 3 =>: 91%|██████████████████████████████████████████████████▋ | 193/213 [00:58<00:06, 3.32it/s]
>193, c[0.557,67], d[0.565,0.858], g[0.812]
Training on Epoch 3 =>: 91%|███████████████████████████████████████████████████ | 194/213 [00:59<00:05, 3.34it/s]
>194, c[0.782,83], d[0.641,0.806], g[1.329]
Training on Epoch 3 =>: 92%|███████████████████████████████████████████████████▎ | 195/213 [00:59<00:05, 3.27it/s]
>195, c[0.069,100], d[0.307,1.045], g[0.840]
Training on Epoch 3 =>: 92%|███████████████████████████████████████████████████▌ | 196/213 [00:59<00:05, 3.23it/s]
>196, c[0.043,100], d[0.700,0.806], g[1.013]
Training on Epoch 3 =>: 92%|███████████████████████████████████████████████████▊ | 197/213 [01:00<00:04, 3.27it/s]
>197, c[0.544,83], d[0.590,0.741], g[0.684]
Training on Epoch 3 =>: 93%|████████████████████████████████████████████████████ | 198/213 [01:00<00:04, 3.27it/s]
>198, c[0.084,100], d[0.621,0.668], g[0.932]
Training on Epoch 3 =>: 93%|████████████████████████████████████████████████████▎ | 199/213 [01:00<00:04, 3.25it/s]
>199, c[0.058,100], d[0.763,0.818], g[0.870]
Training on Epoch 3 =>: 94%|████████████████████████████████████████████████████▌ | 200/213 [01:01<00:03, 3.26it/s]
>200, c[0.140,100], d[0.741,0.730], g[1.021]
Training on Epoch 3 =>: 94%|████████████████████████████████████████████████████▊ | 201/213 [01:01<00:03, 3.27it/s]
>201, c[0.074,100], d[0.737,0.951], g[0.629]
Training on Epoch 3 =>: 95%|█████████████████████████████████████████████████████ | 202/213 [01:01<00:03, 3.28it/s]
>202, c[0.102,100], d[0.867,2.363], g[0.725]
Training on Epoch 3 =>: 95%|█████████████████████████████████████████████████████▎ | 203/213 [01:02<00:03, 3.28it/s]
>203, c[0.366,83], d[0.755,0.721], g[0.790]
Training on Epoch 3 =>: 96%|█████████████████████████████████████████████████████▋ | 204/213 [01:02<00:02, 3.30it/s]
>204, c[0.238,100], d[0.731,0.755], g[0.751]
Training on Epoch 3 =>: 96%|█████████████████████████████████████████████████████▉ | 205/213 [01:02<00:02, 3.32it/s]
>205, c[0.323,100], d[0.650,0.753], g[0.995]
Training on Epoch 3 =>: 97%|██████████████████████████████████████████████████████▏ | 206/213 [01:02<00:02, 3.30it/s]
>206, c[0.086,100], d[0.589,0.781], g[1.071]
Training on Epoch 3 =>: 97%|██████████████████████████████████████████████████████▍ | 207/213 [01:03<00:01, 3.31it/s]
>207, c[0.276,100], d[0.739,0.972], g[0.687]
Training on Epoch 3 =>: 98%|██████████████████████████████████████████████████████▋ | 208/213 [01:03<00:01, 3.27it/s]
>208, c[0.453,83], d[0.716,0.880], g[0.607]
Training on Epoch 3 =>: 98%|██████████████████████████████████████████████████████▉ | 209/213 [01:03<00:01, 3.26it/s]
>209, c[0.083,100], d[0.751,0.744], g[0.688]
Training on Epoch 3 =>: 99%|███████████████████████████████████████████████████████▏| 210/213 [01:04<00:00, 3.22it/s]
>210, c[0.159,100], d[0.710,0.843], g[0.703]
Training on Epoch 3 =>: 99%|███████████████████████████████████████████████████████▍| 211/213 [01:04<00:00, 3.19it/s]
>211, c[0.073,100], d[0.963,1.071], g[0.875]
Training on Epoch 3 =>: 100%|███████████████████████████████████████████████████████▋| 212/213 [01:04<00:00, 3.26it/s]
>212, c[0.273,83], d[0.660,0.635], g[0.781]
Training on Epoch 3 =>: 100%|████████████████████████████████████████████████████████| 213/213 [01:05<00:00, 3.27it/s]
>213, c[0.063,100], d[0.388,0.575], g[0.788]
EPOCHS =>: 6%|████▎ | 3/50 [03:25<53:03, 67.73s/it]
Classifier Accuracy: 95.639%, Precision: 0.956%, Recall: 0.956%
Training on Epoch 4 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 4 =>: 0%|▎ | 1/213 [00:00<01:05, 3.25it/s]
>1, c[0.176,96], d[0.803,0.994], g[0.568]
Training on Epoch 4 =>: 1%|▌ | 2/213 [00:00<01:03, 3.30it/s]
>2, c[0.422,83], d[0.757,1.078], g[0.514]
Training on Epoch 4 =>: 1%|▊ | 3/213 [00:00<01:03, 3.30it/s]
>3, c[0.196,100], d[0.487,1.433], g[1.061]
Training on Epoch 4 =>: 2%|█ | 4/213 [00:01<01:02, 3.33it/s]
>4, c[0.396,83], d[0.645,0.465], g[0.910]
Training on Epoch 4 =>: 2%|█▎ | 5/213 [00:01<01:02, 3.32it/s]
>5, c[0.135,100], d[0.629,0.760], g[1.592]
Training on Epoch 4 =>: 3%|█▋ | 6/213 [00:01<01:03, 3.28it/s]
>6, c[0.286,83], d[0.901,0.699], g[0.827]
Training on Epoch 4 =>: 3%|█▉ | 7/213 [00:02<01:04, 3.22it/s]
>7, c[0.042,100], d[0.911,0.734], g[0.920]
Training on Epoch 4 =>: 4%|██▏ | 8/213 [00:02<01:03, 3.23it/s]
>8, c[0.215,83], d[0.813,0.719], g[1.006]
Training on Epoch 4 =>: 4%|██▍ | 9/213 [00:02<01:03, 3.20it/s]
>9, c[0.091,100], d[0.587,0.522], g[1.328]
Training on Epoch 4 =>: 5%|██▋ | 10/213 [00:03<01:05, 3.11it/s]
>10, c[0.413,83], d[0.936,0.508], g[1.053]
Training on Epoch 4 =>: 5%|██▉ | 11/213 [00:03<01:05, 3.11it/s]
>11, c[0.169,100], d[0.571,0.844], g[1.097]
Training on Epoch 4 =>: 6%|███▏ | 12/213 [00:03<01:04, 3.11it/s]
>12, c[0.034,100], d[0.759,0.811], g[0.997]
Training on Epoch 4 =>: 6%|███▍ | 13/213 [00:04<01:04, 3.09it/s]
>13, c[0.129,100], d[0.638,1.303], g[0.863]
Training on Epoch 4 =>: 7%|███▋ | 14/213 [00:04<01:04, 3.09it/s]
>14, c[0.033,100], d[0.800,0.600], g[0.926]
Training on Epoch 4 =>: 7%|████ | 15/213 [00:04<01:02, 3.16it/s]
>15, c[0.077,100], d[0.544,0.684], g[1.080]
Training on Epoch 4 =>: 8%|████▎ | 16/213 [00:05<01:02, 3.18it/s]
>16, c[0.173,83], d[0.771,0.850], g[1.020]
Training on Epoch 4 =>: 8%|████▌ | 17/213 [00:05<01:01, 3.20it/s]
>17, c[0.440,83], d[0.559,0.732], g[0.812]
Training on Epoch 4 =>: 8%|████▊ | 18/213 [00:05<01:00, 3.20it/s]
>18, c[0.025,100], d[0.743,0.851], g[0.702]
Training on Epoch 4 =>: 9%|█████ | 19/213 [00:05<01:00, 3.23it/s]
>19, c[0.183,100], d[0.669,0.844], g[0.883]
Training on Epoch 4 =>: 9%|█████▎ | 20/213 [00:06<00:59, 3.25it/s]
>20, c[0.093,100], d[0.915,0.707], g[0.851]
Training on Epoch 4 =>: 10%|█████▌ | 21/213 [00:06<00:58, 3.29it/s]
>21, c[0.132,100], d[0.679,0.756], g[0.866]
Training on Epoch 4 =>: 10%|█████▉ | 22/213 [00:06<00:57, 3.30it/s]
>22, c[0.176,100], d[0.560,0.626], g[0.607]
Training on Epoch 4 =>: 11%|██████▏ | 23/213 [00:07<00:57, 3.31it/s]
>23, c[0.153,83], d[0.577,1.126], g[1.044]
Training on Epoch 4 =>: 11%|██████▍ | 24/213 [00:07<00:57, 3.29it/s]
>24, c[0.457,83], d[0.739,0.815], g[0.884]
Training on Epoch 4 =>: 12%|██████▋ | 25/213 [00:07<00:58, 3.22it/s]
>25, c[0.523,83], d[0.653,0.748], g[0.846]
Training on Epoch 4 =>: 12%|██████▉ | 26/213 [00:08<00:58, 3.22it/s]
>26, c[0.201,100], d[0.490,0.705], g[0.682]
Training on Epoch 4 =>: 13%|███████▏ | 27/213 [00:08<00:57, 3.25it/s]
>27, c[0.124,100], d[0.679,0.759], g[0.982]
Training on Epoch 4 =>: 13%|███████▍ | 28/213 [00:08<00:57, 3.23it/s]
>28, c[0.899,83], d[0.807,0.749], g[0.852]
Training on Epoch 4 =>: 14%|███████▊ | 29/213 [00:08<00:56, 3.28it/s]
>29, c[0.164,100], d[0.539,0.802], g[1.055]
Training on Epoch 4 =>: 14%|████████ | 30/213 [00:09<00:55, 3.29it/s]
>30, c[0.033,100], d[0.771,0.851], g[0.797]
Training on Epoch 4 =>: 15%|████████▎ | 31/213 [00:09<00:55, 3.28it/s]
>31, c[0.067,100], d[0.682,0.936], g[1.226]
Training on Epoch 4 =>: 15%|████████▌ | 32/213 [00:09<00:54, 3.31it/s]
>32, c[0.047,100], d[0.558,0.712], g[0.717]
Training on Epoch 4 =>: 15%|████████▊ | 33/213 [00:10<00:54, 3.30it/s]
>33, c[0.077,100], d[0.730,0.721], g[0.849]
Training on Epoch 4 =>: 16%|█████████ | 34/213 [00:10<00:54, 3.30it/s]
>34, c[0.138,100], d[0.559,0.667], g[0.766]
Training on Epoch 4 =>: 16%|█████████▎ | 35/213 [00:10<00:54, 3.27it/s]
>35, c[0.061,100], d[0.721,0.739], g[1.007]
Training on Epoch 4 =>: 17%|█████████▋ | 36/213 [00:11<00:54, 3.27it/s]
>36, c[0.103,100], d[0.639,0.748], g[1.169]
Training on Epoch 4 =>: 17%|█████████▉ | 37/213 [00:11<00:54, 3.24it/s]
>37, c[0.403,83], d[0.642,0.810], g[1.023]
Training on Epoch 4 =>: 18%|██████████▏ | 38/213 [00:11<00:54, 3.23it/s]
>38, c[0.229,100], d[0.765,0.594], g[0.721]
Training on Epoch 4 =>: 18%|██████████▍ | 39/213 [00:12<00:53, 3.24it/s]
>39, c[0.411,83], d[0.866,0.642], g[1.048]
Training on Epoch 4 =>: 19%|██████████▋ | 40/213 [00:12<00:53, 3.25it/s]
>40, c[0.017,100], d[0.283,0.895], g[1.332]
Training on Epoch 4 =>: 19%|██████████▉ | 41/213 [00:12<00:52, 3.26it/s]
>41, c[0.335,100], d[1.003,0.813], g[0.891]
Training on Epoch 4 =>: 20%|███████████▏ | 42/213 [00:12<00:51, 3.30it/s]
>42, c[0.198,83], d[0.769,0.548], g[0.911]
Training on Epoch 4 =>: 20%|███████████▌ | 43/213 [00:13<00:51, 3.31it/s]
>43, c[0.074,100], d[0.477,0.687], g[1.871]
Training on Epoch 4 =>: 21%|███████████▊ | 44/213 [00:13<00:50, 3.32it/s]
>44, c[0.061,100], d[0.672,0.499], g[1.217]
Training on Epoch 4 =>: 21%|████████████ | 45/213 [00:13<00:51, 3.27it/s]
>45, c[0.009,100], d[0.454,0.533], g[0.841]
Training on Epoch 4 =>: 22%|████████████▎ | 46/213 [00:14<00:51, 3.27it/s]
>46, c[0.338,83], d[0.372,1.401], g[1.243]
Training on Epoch 4 =>: 22%|████████████▌ | 47/213 [00:14<00:50, 3.30it/s]
>47, c[0.083,100], d[0.738,0.471], g[1.516]
Training on Epoch 4 =>: 23%|████████████▊ | 48/213 [00:14<00:49, 3.31it/s]
>48, c[0.190,100], d[0.831,0.559], g[1.594]
Training on Epoch 4 =>: 23%|█████████████ | 49/213 [00:15<00:49, 3.32it/s]
>49, c[0.096,100], d[1.077,0.591], g[1.193]
Training on Epoch 4 =>: 23%|█████████████▍ | 50/213 [00:15<00:48, 3.35it/s]
>50, c[0.057,100], d[0.387,0.487], g[1.226]
Training on Epoch 4 =>: 24%|█████████████▋ | 51/213 [00:15<00:48, 3.36it/s]
>51, c[0.094,100], d[0.638,0.505], g[1.409]
Training on Epoch 4 =>: 24%|█████████████▉ | 52/213 [00:15<00:47, 3.37it/s]
>52, c[0.049,100], d[0.409,0.511], g[1.883]
Training on Epoch 4 =>: 25%|██████████████▏ | 53/213 [00:16<00:49, 3.22it/s]
>53, c[0.033,100], d[1.048,1.573], g[1.698]
Training on Epoch 4 =>: 25%|██████████████▍ | 54/213 [00:16<00:49, 3.23it/s]
>54, c[0.009,100], d[0.717,0.554], g[1.300]
Training on Epoch 4 =>: 26%|██████████████▋ | 55/213 [00:16<00:48, 3.25it/s]
>55, c[0.379,83], d[0.784,1.071], g[1.662]
Training on Epoch 4 =>: 26%|██████████████▉ | 56/213 [00:17<00:47, 3.29it/s]
>56, c[0.241,100], d[0.628,0.652], g[2.859]
Training on Epoch 4 =>: 27%|███████████████▎ | 57/213 [00:17<00:47, 3.31it/s]
>57, c[0.041,100], d[0.639,0.469], g[1.450]
Training on Epoch 4 =>: 27%|███████████████▌ | 58/213 [00:17<00:46, 3.32it/s]
>58, c[0.038,100], d[0.381,0.959], g[1.199]
Training on Epoch 4 =>: 28%|███████████████▊ | 59/213 [00:18<00:46, 3.31it/s]
>59, c[0.048,100], d[0.433,1.096], g[0.873]
Training on Epoch 4 =>: 28%|████████████████ | 60/213 [00:18<00:45, 3.33it/s]
>60, c[0.047,100], d[1.049,0.600], g[1.255]
Training on Epoch 4 =>: 29%|████████████████▎ | 61/213 [00:18<00:45, 3.32it/s]
>61, c[0.150,100], d[0.738,0.655], g[1.204]
Training on Epoch 4 =>: 29%|████████████████▌ | 62/213 [00:19<00:46, 3.26it/s]
>62, c[0.148,100], d[0.897,0.699], g[1.141]
Training on Epoch 4 =>: 30%|████████████████▊ | 63/213 [00:19<00:46, 3.21it/s]
>63, c[0.029,100], d[0.572,1.144], g[0.911]
Training on Epoch 4 =>: 30%|█████████████████▏ | 64/213 [00:19<00:46, 3.22it/s]
>64, c[0.065,100], d[0.963,0.842], g[0.629]
Training on Epoch 4 =>: 31%|█████████████████▍ | 65/213 [00:19<00:45, 3.26it/s]
>65, c[0.105,100], d[0.589,0.961], g[0.896]
Training on Epoch 4 =>: 31%|█████████████████▋ | 66/213 [00:20<00:44, 3.29it/s]
>66, c[0.294,83], d[0.396,1.111], g[1.551]
Training on Epoch 4 =>: 31%|█████████████████▉ | 67/213 [00:20<00:45, 3.24it/s]
>67, c[0.161,100], d[0.700,0.703], g[1.018]
Training on Epoch 4 =>: 32%|██████████████████▏ | 68/213 [00:20<00:44, 3.27it/s]
>68, c[0.074,100], d[0.403,0.875], g[1.109]
Training on Epoch 4 =>: 32%|██████████████████▍ | 69/213 [00:21<00:44, 3.24it/s]
>69, c[0.257,100], d[1.090,0.445], g[1.193]
Training on Epoch 4 =>: 33%|██████████████████▋ | 70/213 [00:21<00:44, 3.18it/s]
>70, c[0.034,100], d[0.608,0.471], g[1.405]
Training on Epoch 4 =>: 33%|███████████████████ | 71/213 [00:21<00:44, 3.17it/s]
>71, c[0.173,100], d[0.513,0.505], g[1.065]
Training on Epoch 4 =>: 34%|███████████████████▎ | 72/213 [00:22<00:43, 3.22it/s]
>72, c[0.082,100], d[0.709,1.126], g[1.140]
Training on Epoch 4 =>: 34%|███████████████████▌ | 73/213 [00:22<00:43, 3.23it/s]
>73, c[0.022,100], d[0.952,0.846], g[0.950]
Training on Epoch 4 =>: 35%|███████████████████▊ | 74/213 [00:22<00:42, 3.25it/s]
>74, c[0.447,67], d[0.468,0.834], g[0.902]
Training on Epoch 4 =>: 35%|████████████████████ | 75/213 [00:23<00:42, 3.21it/s]
>75, c[0.039,100], d[0.873,0.977], g[0.785]
Training on Epoch 4 =>: 36%|████████████████████▎ | 76/213 [00:23<00:42, 3.20it/s]
>76, c[0.036,100], d[0.653,0.988], g[0.855]
Training on Epoch 4 =>: 36%|████████████████████▌ | 77/213 [00:23<00:42, 3.21it/s]
>77, c[0.049,100], d[0.392,0.776], g[1.216]
Training on Epoch 4 =>: 37%|████████████████████▊ | 78/213 [00:23<00:41, 3.24it/s]
>78, c[0.152,100], d[0.953,0.568], g[1.006]
Training on Epoch 4 =>: 37%|█████████████████████▏ | 79/213 [00:24<00:41, 3.25it/s]
>79, c[0.039,100], d[0.824,0.661], g[0.998]
Training on Epoch 4 =>: 38%|█████████████████████▍ | 80/213 [00:24<00:40, 3.25it/s]
>80, c[0.265,83], d[0.740,0.633], g[0.948]
Training on Epoch 4 =>: 38%|█████████████████████▋ | 81/213 [00:24<00:40, 3.27it/s]
>81, c[0.145,100], d[0.507,0.501], g[1.396]
Training on Epoch 4 =>: 38%|█████████████████████▉ | 82/213 [00:25<00:40, 3.27it/s]
>82, c[0.011,100], d[0.968,0.567], g[1.384]
Training on Epoch 4 =>: 39%|██████████████████████▏ | 83/213 [00:25<00:39, 3.27it/s]
>83, c[0.113,100], d[0.729,0.691], g[0.930]
Training on Epoch 4 =>: 39%|██████████████████████▍ | 84/213 [00:25<00:39, 3.27it/s]
>84, c[0.147,100], d[0.465,0.826], g[0.916]
Training on Epoch 4 =>: 40%|██████████████████████▋ | 85/213 [00:26<00:39, 3.22it/s]
>85, c[0.025,100], d[0.387,0.900], g[0.928]
Training on Epoch 4 =>: 40%|███████████████████████ | 86/213 [00:26<00:41, 3.07it/s]
>86, c[0.026,100], d[1.215,1.114], g[1.496]
Training on Epoch 4 =>: 41%|███████████████████████▎ | 87/213 [00:26<00:39, 3.16it/s]
>87, c[0.183,100], d[0.899,0.667], g[1.359]
Training on Epoch 4 =>: 41%|███████████████████████▌ | 88/213 [00:27<00:39, 3.17it/s]
>88, c[0.051,100], d[0.687,0.391], g[1.766]
Training on Epoch 4 =>: 42%|███████████████████████▊ | 89/213 [00:27<00:40, 3.07it/s]
>89, c[0.099,100], d[0.669,0.432], g[1.276]
Training on Epoch 4 =>: 42%|████████████████████████ | 90/213 [00:27<00:39, 3.09it/s]
>90, c[0.381,83], d[0.596,0.600], g[0.897]
Training on Epoch 4 =>: 43%|████████████████████████▎ | 91/213 [00:28<00:39, 3.11it/s]
>91, c[0.020,100], d[0.563,0.876], g[0.906]
Training on Epoch 4 =>: 43%|████████████████████████▌ | 92/213 [00:28<00:38, 3.10it/s]
>92, c[0.095,100], d[0.501,1.289], g[1.133]
Training on Epoch 4 =>: 44%|████████████████████████▉ | 93/213 [00:28<00:38, 3.12it/s]
>93, c[0.188,83], d[0.649,0.590], g[1.066]
Training on Epoch 4 =>: 44%|█████████████████████████▏ | 94/213 [00:29<00:38, 3.10it/s]
>94, c[0.028,100], d[0.911,0.579], g[0.964]
Training on Epoch 4 =>: 45%|█████████████████████████▍ | 95/213 [00:29<00:37, 3.11it/s]
>95, c[0.052,100], d[0.611,0.790], g[0.868]
Training on Epoch 4 =>: 45%|█████████████████████████▋ | 96/213 [00:29<00:36, 3.18it/s]
>96, c[0.233,100], d[0.549,0.756], g[0.651]
Training on Epoch 4 =>: 46%|█████████████████████████▉ | 97/213 [00:29<00:36, 3.22it/s]
>97, c[0.881,83], d[0.675,0.805], g[1.068]
Training on Epoch 4 =>: 46%|██████████████████████████▏ | 98/213 [00:30<00:35, 3.26it/s]
>98, c[0.052,100], d[0.472,0.646], g[1.547]
Training on Epoch 4 =>: 46%|██████████████████████████▍ | 99/213 [00:30<00:36, 3.11it/s]
>99, c[0.138,100], d[0.537,0.606], g[1.252]
Training on Epoch 4 =>: 47%|██████████████████████████▎ | 100/213 [00:30<00:35, 3.17it/s]
>100, c[0.046,100], d[1.058,0.651], g[0.958]
Training on Epoch 4 =>: 47%|██████████████████████████▌ | 101/213 [00:31<00:34, 3.22it/s]
>101, c[0.019,100], d[0.614,0.763], g[0.852]
Training on Epoch 4 =>: 48%|██████████████████████████▊ | 102/213 [00:31<00:33, 3.27it/s]
>102, c[0.017,100], d[0.625,0.639], g[0.906]
Training on Epoch 4 =>: 48%|███████████████████████████ | 103/213 [00:31<00:33, 3.31it/s]
>103, c[0.034,100], d[0.596,0.699], g[0.863]
Training on Epoch 4 =>: 49%|███████████████████████████▎ | 104/213 [00:32<00:32, 3.32it/s]
>104, c[0.055,100], d[0.557,0.563], g[1.187]
Training on Epoch 4 =>: 49%|███████████████████████████▌ | 105/213 [00:32<00:32, 3.34it/s]
>105, c[0.116,100], d[0.719,0.820], g[0.750]
Training on Epoch 4 =>: 50%|███████████████████████████▊ | 106/213 [00:32<00:32, 3.33it/s]
>106, c[0.014,100], d[0.617,0.696], g[1.050]
Training on Epoch 4 =>: 50%|████████████████████████████▏ | 107/213 [00:33<00:31, 3.34it/s]
>107, c[0.044,100], d[0.507,0.647], g[1.091]
Training on Epoch 4 =>: 51%|████████████████████████████▍ | 108/213 [00:33<00:31, 3.38it/s]
>108, c[0.381,83], d[0.627,0.669], g[0.926]
Training on Epoch 4 =>: 51%|████████████████████████████▋ | 109/213 [00:33<00:30, 3.41it/s]
>109, c[0.080,100], d[0.468,0.563], g[0.907]
Training on Epoch 4 =>: 52%|████████████████████████████▉ | 110/213 [00:33<00:31, 3.28it/s]
>110, c[0.030,100], d[0.546,0.535], g[1.107]
Training on Epoch 4 =>: 52%|█████████████████████████████▏ | 111/213 [00:34<00:32, 3.16it/s]
>111, c[0.014,100], d[0.285,0.310], g[1.245]
Training on Epoch 4 =>: 53%|█████████████████████████████▍ | 112/213 [00:34<00:32, 3.08it/s]
>112, c[0.045,100], d[0.612,0.916], g[0.986]
Training on Epoch 4 =>: 53%|█████████████████████████████▋ | 113/213 [00:34<00:32, 3.10it/s]
>113, c[0.003,100], d[0.458,0.952], g[1.181]
Training on Epoch 4 =>: 54%|█████████████████████████████▉ | 114/213 [00:35<00:31, 3.15it/s]
>114, c[0.026,100], d[0.645,0.561], g[1.830]
Training on Epoch 4 =>: 54%|██████████████████████████████▏ | 115/213 [00:35<00:30, 3.19it/s]
>115, c[0.021,100], d[0.922,0.544], g[1.535]
Training on Epoch 4 =>: 54%|██████████████████████████████▍ | 116/213 [00:35<00:29, 3.29it/s]
>116, c[0.324,83], d[0.709,0.630], g[0.788]
Training on Epoch 4 =>: 55%|██████████████████████████████▊ | 117/213 [00:36<00:29, 3.30it/s]
>117, c[0.125,83], d[0.760,0.755], g[0.898]
Training on Epoch 4 =>: 55%|███████████████████████████████ | 118/213 [00:36<00:30, 3.07it/s]
>118, c[0.053,100], d[0.340,0.745], g[0.865]
Training on Epoch 4 =>: 56%|███████████████████████████████▎ | 119/213 [00:36<00:31, 2.96it/s]
>119, c[0.178,83], d[1.004,0.989], g[0.978]
Training on Epoch 4 =>: 56%|███████████████████████████████▌ | 120/213 [00:37<00:31, 2.97it/s]
>120, c[0.182,100], d[0.655,0.785], g[1.005]
Training on Epoch 4 =>: 57%|███████████████████████████████▊ | 121/213 [00:37<00:29, 3.10it/s]
>121, c[0.013,100], d[0.591,0.488], g[1.134]
Training on Epoch 4 =>: 57%|████████████████████████████████ | 122/213 [00:37<00:28, 3.17it/s]
>122, c[0.078,100], d[1.062,0.670], g[0.810]
Training on Epoch 4 =>: 58%|████████████████████████████████▎ | 123/213 [00:38<00:27, 3.24it/s]
>123, c[0.049,100], d[0.352,0.908], g[0.899]
Training on Epoch 4 =>: 58%|████████████████████████████████▌ | 124/213 [00:38<00:26, 3.31it/s]
>124, c[0.009,100], d[0.475,0.613], g[1.256]
Training on Epoch 4 =>: 59%|████████████████████████████████▊ | 125/213 [00:38<00:26, 3.34it/s]
>125, c[0.024,100], d[0.503,0.799], g[1.044]
Training on Epoch 4 =>: 59%|█████████████████████████████████▏ | 126/213 [00:39<00:26, 3.24it/s]
>126, c[0.072,100], d[0.967,1.175], g[1.143]
Training on Epoch 4 =>: 60%|█████████████████████████████████▍ | 127/213 [00:39<00:26, 3.29it/s]
>127, c[0.179,100], d[0.903,0.583], g[1.563]
Training on Epoch 4 =>: 60%|█████████████████████████████████▋ | 128/213 [00:39<00:25, 3.32it/s]
>128, c[0.149,100], d[0.968,0.635], g[0.721]
Training on Epoch 4 =>: 61%|█████████████████████████████████▉ | 129/213 [00:39<00:24, 3.37it/s]
>129, c[0.031,100], d[1.075,0.817], g[1.126]
Training on Epoch 4 =>: 61%|██████████████████████████████████▏ | 130/213 [00:40<00:24, 3.41it/s]
>130, c[0.113,100], d[0.385,0.584], g[1.092]
Training on Epoch 4 =>: 62%|██████████████████████████████████▍ | 131/213 [00:40<00:23, 3.42it/s]
>131, c[0.016,100], d[0.868,0.600], g[1.028]
Training on Epoch 4 =>: 62%|██████████████████████████████████▋ | 132/213 [00:41<00:35, 2.31it/s]
>132, c[0.011,100], d[0.607,0.515], g[1.231]
Training on Epoch 4 =>: 62%|██████████████████████████████████▉ | 133/213 [00:41<00:32, 2.46it/s]
>133, c[0.058,100], d[0.667,0.586], g[1.168]
Training on Epoch 4 =>: 63%|███████████████████████████████████▏ | 134/213 [00:41<00:30, 2.61it/s]
>134, c[0.117,100], d[0.620,0.525], g[0.970]
Training on Epoch 4 =>: 63%|███████████████████████████████████▍ | 135/213 [00:42<00:28, 2.71it/s]
>135, c[0.034,100], d[1.084,0.532], g[1.164]
Training on Epoch 4 =>: 64%|███████████████████████████████████▊ | 136/213 [00:42<00:29, 2.62it/s]
>136, c[0.019,100], d[0.299,0.731], g[1.150]
Training on Epoch 4 =>: 64%|████████████████████████████████████ | 137/213 [00:43<00:31, 2.43it/s]
>137, c[0.050,100], d[0.318,0.602], g[1.088]
Training on Epoch 4 =>: 65%|████████████████████████████████████▎ | 138/213 [00:43<00:31, 2.41it/s]
>138, c[0.001,100], d[0.856,0.431], g[2.210]
Training on Epoch 4 =>: 65%|████████████████████████████████████▌ | 139/213 [00:43<00:28, 2.58it/s]
>139, c[0.326,83], d[1.491,0.842], g[0.690]
Training on Epoch 4 =>: 66%|████████████████████████████████████▊ | 140/213 [00:44<00:27, 2.65it/s]
>140, c[0.037,100], d[0.362,0.733], g[0.876]
Training on Epoch 4 =>: 66%|█████████████████████████████████████ | 141/213 [00:44<00:26, 2.71it/s]
>141, c[0.053,100], d[0.583,1.159], g[1.442]
Training on Epoch 4 =>: 67%|█████████████████████████████████████▎ | 142/213 [00:45<00:33, 2.15it/s]
>142, c[0.056,100], d[0.548,0.673], g[0.911]
Training on Epoch 4 =>: 67%|█████████████████████████████████████▌ | 143/213 [00:45<00:30, 2.29it/s]
>143, c[0.035,100], d[0.337,0.412], g[1.351]
Training on Epoch 4 =>: 68%|█████████████████████████████████████▊ | 144/213 [00:45<00:28, 2.42it/s]
>144, c[0.064,100], d[0.783,0.558], g[0.865]
Training on Epoch 4 =>: 68%|██████████████████████████████████████ | 145/213 [00:46<00:27, 2.50it/s]
>145, c[0.331,100], d[0.672,0.639], g[0.924]
Training on Epoch 4 =>: 69%|██████████████████████████████████████▍ | 146/213 [00:47<00:34, 1.97it/s]
>146, c[0.150,100], d[0.298,0.857], g[1.057]
Training on Epoch 4 =>: 69%|██████████████████████████████████████▋ | 147/213 [00:47<00:30, 2.17it/s]
>147, c[0.030,100], d[0.503,0.825], g[0.947]
Training on Epoch 4 =>: 69%|██████████████████████████████████████▉ | 148/213 [00:47<00:31, 2.08it/s]
>148, c[0.017,100], d[0.354,0.572], g[0.908]
Training on Epoch 4 =>: 70%|███████████████████████████████████████▏ | 149/213 [00:48<00:29, 2.20it/s]
>149, c[0.026,100], d[0.455,0.804], g[0.700]
Training on Epoch 4 =>: 70%|███████████████████████████████████████▍ | 150/213 [00:48<00:28, 2.24it/s]
>150, c[0.034,100], d[0.386,1.374], g[1.274]
Training on Epoch 4 =>: 71%|███████████████████████████████████████▋ | 151/213 [00:49<00:33, 1.84it/s]
>151, c[0.083,100], d[1.613,0.775], g[1.001]
Training on Epoch 4 =>: 71%|███████████████████████████████████████▉ | 152/213 [00:49<00:29, 2.08it/s]
>152, c[0.048,100], d[0.803,0.524], g[0.957]
Training on Epoch 4 =>: 72%|████████████████████████████████████████▏ | 153/213 [00:50<00:26, 2.28it/s]
>153, c[0.746,83], d[0.626,0.946], g[1.922]
Training on Epoch 4 =>: 72%|████████████████████████████████████████▍ | 154/213 [00:50<00:23, 2.47it/s]
>154, c[0.099,100], d[0.663,0.651], g[1.862]
Training on Epoch 4 =>: 73%|████████████████████████████████████████▊ | 155/213 [00:51<00:29, 1.97it/s]
>155, c[0.010,100], d[0.715,0.641], g[1.437]
Training on Epoch 4 =>: 73%|█████████████████████████████████████████ | 156/213 [00:51<00:27, 2.05it/s]
>156, c[0.127,100], d[0.769,0.810], g[1.165]
Training on Epoch 4 =>: 74%|█████████████████████████████████████████▎ | 157/213 [00:52<00:27, 2.03it/s]
>157, c[0.093,100], d[0.393,1.034], g[1.173]
Training on Epoch 4 =>: 74%|█████████████████████████████████████████▌ | 158/213 [00:52<00:24, 2.22it/s]
>158, c[0.069,100], d[0.613,0.582], g[1.180]
Training on Epoch 4 =>: 75%|█████████████████████████████████████████▊ | 159/213 [00:53<00:28, 1.89it/s]
>159, c[0.008,100], d[0.719,0.555], g[0.643]
Training on Epoch 4 =>: 75%|██████████████████████████████████████████ | 160/213 [00:53<00:25, 2.08it/s]
>160, c[0.049,100], d[0.438,0.767], g[0.679]
Training on Epoch 4 =>: 76%|██████████████████████████████████████████▎ | 161/213 [00:54<00:23, 2.25it/s]
>161, c[0.082,100], d[0.538,0.621], g[0.782]
Training on Epoch 4 =>: 76%|██████████████████████████████████████████▌ | 162/213 [00:54<00:21, 2.41it/s]
>162, c[0.064,100], d[0.821,1.162], g[0.927]
Training on Epoch 4 =>: 77%|██████████████████████████████████████████▊ | 163/213 [00:54<00:20, 2.46it/s]
>163, c[0.138,100], d[0.599,0.850], g[0.959]
Training on Epoch 4 =>: 77%|███████████████████████████████████████████ | 164/213 [00:55<00:25, 1.89it/s]
>164, c[0.176,83], d[0.817,0.565], g[0.897]
Training on Epoch 4 =>: 77%|███████████████████████████████████████████▍ | 165/213 [00:55<00:22, 2.12it/s]
>165, c[0.024,100], d[0.773,0.716], g[0.557]
Training on Epoch 4 =>: 78%|███████████████████████████████████████████▋ | 166/213 [00:56<00:20, 2.31it/s]
>166, c[0.325,83], d[0.475,1.286], g[0.866]
Training on Epoch 4 =>: 78%|███████████████████████████████████████████▉ | 167/213 [00:56<00:18, 2.44it/s]
>167, c[0.075,100], d[1.201,0.674], g[0.872]
Training on Epoch 4 =>: 79%|████████████████████████████████████████████▏ | 168/213 [00:57<00:19, 2.35it/s]
>168, c[0.025,100], d[0.837,0.690], g[0.726]
Training on Epoch 4 =>: 79%|████████████████████████████████████████████▍ | 169/213 [00:57<00:22, 1.97it/s]
>169, c[0.206,100], d[0.574,0.911], g[0.964]
Training on Epoch 4 =>: 80%|████████████████████████████████████████████▋ | 170/213 [00:58<00:19, 2.16it/s]
>170, c[0.207,100], d[0.492,0.829], g[1.631]
Training on Epoch 4 =>: 80%|████████████████████████████████████████████▉ | 171/213 [00:58<00:18, 2.33it/s]
>171, c[0.221,83], d[0.875,0.532], g[1.666]
Training on Epoch 4 =>: 81%|█████████████████████████████████████████████▏ | 172/213 [00:58<00:16, 2.51it/s]
>172, c[0.012,100], d[0.742,0.782], g[1.344]
Training on Epoch 4 =>: 81%|█████████████████████████████████████████████▍ | 173/213 [00:59<00:19, 2.09it/s]
>173, c[0.083,100], d[0.540,1.440], g[1.315]
Training on Epoch 4 =>: 82%|█████████████████████████████████████████████▋ | 174/213 [00:59<00:16, 2.30it/s]
>174, c[0.052,100], d[1.532,0.364], g[1.155]
Training on Epoch 4 =>: 82%|██████████████████████████████████████████████ | 175/213 [01:00<00:15, 2.49it/s]
>175, c[0.111,100], d[0.605,0.554], g[1.138]
Training on Epoch 4 =>: 83%|██████████████████████████████████████████████▎ | 176/213 [01:00<00:13, 2.72it/s]
>176, c[0.111,100], d[0.540,0.629], g[1.105]
Training on Epoch 4 =>: 83%|██████████████████████████████████████████████▌ | 177/213 [01:00<00:12, 2.86it/s]
>177, c[0.158,83], d[0.512,0.409], g[0.912]
Training on Epoch 4 =>: 84%|██████████████████████████████████████████████▊ | 178/213 [01:01<00:13, 2.68it/s]
>178, c[0.019,100], d[0.772,0.483], g[0.901]
Training on Epoch 4 =>: 84%|███████████████████████████████████████████████ | 179/213 [01:01<00:15, 2.23it/s]
>179, c[0.014,100], d[0.601,0.652], g[0.866]
Training on Epoch 4 =>: 85%|███████████████████████████████████████████████▎ | 180/213 [01:02<00:13, 2.49it/s]
>180, c[0.001,100], d[0.757,1.016], g[1.107]
Training on Epoch 4 =>: 85%|███████████████████████████████████████████████▌ | 181/213 [01:02<00:11, 2.70it/s]
>181, c[0.068,100], d[0.545,0.797], g[1.465]
Training on Epoch 4 =>: 85%|███████████████████████████████████████████████▊ | 182/213 [01:02<00:10, 2.86it/s]
>182, c[0.037,100], d[0.826,0.915], g[0.771]
Training on Epoch 4 =>: 86%|████████████████████████████████████████████████ | 183/213 [01:03<00:10, 2.83it/s]
>183, c[0.340,83], d[0.391,0.822], g[0.869]
Training on Epoch 4 =>: 86%|████████████████████████████████████████████████▍ | 184/213 [01:03<00:11, 2.54it/s]
>184, c[0.006,100], d[0.510,0.587], g[1.194]
Training on Epoch 4 =>: 87%|████████████████████████████████████████████████▋ | 185/213 [01:03<00:10, 2.66it/s]
>185, c[0.022,100], d[0.916,0.562], g[1.078]
Training on Epoch 4 =>: 87%|████████████████████████████████████████████████▉ | 186/213 [01:04<00:10, 2.69it/s]
>186, c[0.101,100], d[0.849,0.643], g[1.041]
Training on Epoch 4 =>: 88%|█████████████████████████████████████████████████▏ | 187/213 [01:04<00:09, 2.82it/s]
>187, c[0.142,100], d[0.567,0.717], g[1.088]
Training on Epoch 4 =>: 88%|█████████████████████████████████████████████████▍ | 188/213 [01:04<00:08, 2.86it/s]
>188, c[0.034,100], d[0.896,0.610], g[1.132]
Training on Epoch 4 =>: 89%|█████████████████████████████████████████████████▋ | 189/213 [01:05<00:10, 2.29it/s]
>189, c[0.018,100], d[0.697,0.927], g[1.034]
Training on Epoch 4 =>: 89%|█████████████████████████████████████████████████▉ | 190/213 [01:05<00:09, 2.46it/s]
>190, c[0.022,100], d[0.467,0.803], g[1.291]
Training on Epoch 4 =>: 90%|██████████████████████████████████████████████████▏ | 191/213 [01:06<00:08, 2.56it/s]
>191, c[0.068,100], d[0.624,0.519], g[1.288]
Training on Epoch 4 =>: 90%|██████████████████████████████████████████████████▍ | 192/213 [01:06<00:07, 2.71it/s]
>192, c[0.104,100], d[0.664,0.658], g[1.520]
Training on Epoch 4 =>: 91%|██████████████████████████████████████████████████▋ | 193/213 [01:06<00:07, 2.84it/s]
>193, c[0.137,83], d[0.504,0.727], g[1.000]
Training on Epoch 4 =>: 91%|███████████████████████████████████████████████████ | 194/213 [01:07<00:07, 2.71it/s]
>194, c[0.027,100], d[0.747,0.856], g[0.761]
Training on Epoch 4 =>: 92%|███████████████████████████████████████████████████▎ | 195/213 [01:08<00:08, 2.05it/s]
>195, c[0.030,100], d[0.520,0.477], g[1.121]
Training on Epoch 4 =>: 92%|███████████████████████████████████████████████████▌ | 196/213 [01:08<00:07, 2.19it/s]
>196, c[0.108,100], d[0.646,0.430], g[1.765]
Training on Epoch 4 =>: 92%|███████████████████████████████████████████████████▊ | 197/213 [01:08<00:06, 2.34it/s]
>197, c[0.049,100], d[0.656,0.312], g[1.702]
Training on Epoch 4 =>: 93%|████████████████████████████████████████████████████ | 198/213 [01:09<00:06, 2.36it/s]
>198, c[0.033,100], d[0.702,0.638], g[1.658]
Training on Epoch 4 =>: 93%|████████████████████████████████████████████████████▎ | 199/213 [01:10<00:07, 1.80it/s]
>199, c[0.015,100], d[0.552,0.631], g[1.591]
Training on Epoch 4 =>: 94%|████████████████████████████████████████████████████▌ | 200/213 [01:10<00:06, 2.02it/s]
>200, c[0.017,100], d[0.900,0.788], g[0.932]
Training on Epoch 4 =>: 94%|████████████████████████████████████████████████████▊ | 201/213 [01:10<00:05, 2.18it/s]
>201, c[0.006,100], d[0.477,0.944], g[0.992]
Training on Epoch 4 =>: 95%|█████████████████████████████████████████████████████ | 202/213 [01:11<00:04, 2.36it/s]
>202, c[0.090,100], d[0.465,0.786], g[0.765]
Training on Epoch 4 =>: 95%|█████████████████████████████████████████████████████▎ | 203/213 [01:11<00:05, 1.89it/s]
>203, c[0.015,100], d[0.583,0.625], g[1.513]
Training on Epoch 4 =>: 96%|█████████████████████████████████████████████████████▋ | 204/213 [01:12<00:04, 2.15it/s]
>204, c[0.076,100], d[0.653,0.926], g[1.133]
Training on Epoch 4 =>: 96%|█████████████████████████████████████████████████████▉ | 205/213 [01:12<00:03, 2.41it/s]
>205, c[0.063,100], d[0.435,0.518], g[1.415]
Training on Epoch 4 =>: 97%|██████████████████████████████████████████████████████▏ | 206/213 [01:12<00:02, 2.66it/s]
>206, c[0.083,100], d[1.061,0.513], g[0.879]
Training on Epoch 4 =>: 97%|██████████████████████████████████████████████████████▍ | 207/213 [01:13<00:02, 2.83it/s]
>207, c[0.021,100], d[0.675,0.762], g[0.658]
Training on Epoch 4 =>: 98%|██████████████████████████████████████████████████████▋ | 208/213 [01:13<00:02, 2.18it/s]
>208, c[0.004,100], d[0.482,0.870], g[0.971]
Training on Epoch 4 =>: 98%|██████████████████████████████████████████████████████▉ | 209/213 [01:14<00:01, 2.26it/s]
>209, c[0.054,100], d[0.667,0.740], g[0.825]
Training on Epoch 4 =>: 99%|███████████████████████████████████████████████████████▏| 210/213 [01:14<00:01, 2.44it/s]
>210, c[0.323,83], d[0.606,0.437], g[1.147]
Training on Epoch 4 =>: 99%|███████████████████████████████████████████████████████▍| 211/213 [01:14<00:00, 2.59it/s]
>211, c[0.480,83], d[0.611,0.997], g[1.217]
Training on Epoch 4 =>: 100%|███████████████████████████████████████████████████████▋| 212/213 [01:15<00:00, 2.72it/s]
>212, c[0.008,100], d[0.783,0.483], g[1.022]
Training on Epoch 4 =>: 100%|████████████████████████████████████████████████████████| 213/213 [01:15<00:00, 2.80it/s]
>213, c[0.146,100], d[0.732,0.644], g[0.840]
EPOCHS =>: 8%|█████▊ | 4/50 [04:42<54:43, 71.37s/it]
Classifier Accuracy: 98.131%, Precision: 0.981%, Recall: 0.981%
Training on Epoch 5 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 5 =>: 0%|▎ | 1/213 [00:00<01:03, 3.32it/s]
>1, c[0.106,98], d[0.733,1.010], g[0.887]
Training on Epoch 5 =>: 1%|▌ | 2/213 [00:00<01:05, 3.22it/s]
>2, c[0.097,100], d[0.779,0.666], g[1.209]
Training on Epoch 5 =>: 1%|▊ | 3/213 [00:00<01:06, 3.18it/s]
>3, c[0.026,100], d[0.488,0.458], g[1.082]
Training on Epoch 5 =>: 2%|█ | 4/213 [00:01<01:06, 3.13it/s]
>4, c[0.025,100], d[0.895,0.626], g[0.798]
Training on Epoch 5 =>: 2%|█▎ | 5/213 [00:01<01:09, 3.01it/s]
>5, c[0.093,100], d[0.341,0.682], g[0.913]
Training on Epoch 5 =>: 3%|█▋ | 6/213 [00:01<01:09, 2.98it/s]
>6, c[0.012,100], d[0.709,0.830], g[0.924]
Training on Epoch 5 =>: 3%|█▉ | 7/213 [00:02<01:07, 3.06it/s]
>7, c[0.225,83], d[0.494,0.753], g[1.078]
Training on Epoch 5 =>: 4%|██▏ | 8/213 [00:02<01:04, 3.19it/s]
>8, c[0.025,100], d[0.579,0.636], g[1.110]
Training on Epoch 5 =>: 4%|██▍ | 9/213 [00:02<01:01, 3.33it/s]
>9, c[0.075,100], d[0.783,0.993], g[1.082]
Training on Epoch 5 =>: 5%|██▋ | 10/213 [00:03<01:00, 3.36it/s]
>10, c[0.398,83], d[0.285,0.867], g[1.154]
Training on Epoch 5 =>: 5%|██▉ | 11/213 [00:03<00:58, 3.47it/s]
>11, c[0.018,100], d[0.580,0.493], g[1.987]
Training on Epoch 5 =>: 6%|███▏ | 12/213 [00:03<00:55, 3.64it/s]
>12, c[0.068,100], d[0.694,0.530], g[1.011]
Training on Epoch 5 =>: 6%|███▍ | 13/213 [00:03<00:53, 3.77it/s]
>13, c[0.054,100], d[0.554,0.548], g[1.062]
Training on Epoch 5 =>: 7%|███▋ | 14/213 [00:04<00:51, 3.88it/s]
>14, c[0.005,100], d[0.543,0.580], g[0.844]
Training on Epoch 5 =>: 7%|████ | 15/213 [00:04<00:49, 3.96it/s]
>15, c[0.081,100], d[0.663,0.820], g[1.292]
Training on Epoch 5 =>: 8%|████▎ | 16/213 [00:04<00:49, 4.02it/s]
>16, c[0.019,100], d[0.550,0.926], g[1.254]
Training on Epoch 5 =>: 8%|████▌ | 17/213 [00:04<00:48, 4.06it/s]
>17, c[0.016,100], d[0.547,0.422], g[1.274]
Training on Epoch 5 =>: 8%|████▊ | 18/213 [00:05<00:47, 4.08it/s]
>18, c[0.091,100], d[0.689,0.588], g[1.225]
Training on Epoch 5 =>: 9%|█████ | 19/213 [00:05<00:47, 4.10it/s]
>19, c[0.018,100], d[0.788,0.707], g[1.256]
Training on Epoch 5 =>: 9%|█████▎ | 20/213 [00:05<00:47, 4.09it/s]
>20, c[0.015,100], d[0.629,1.179], g[1.183]
Training on Epoch 5 =>: 10%|█████▌ | 21/213 [00:05<00:46, 4.11it/s]
>21, c[0.014,100], d[0.317,0.295], g[1.541]
Training on Epoch 5 =>: 10%|█████▉ | 22/213 [00:06<00:46, 4.12it/s]
>22, c[0.047,100], d[1.157,1.009], g[1.325]
Training on Epoch 5 =>: 11%|██████▏ | 23/213 [00:06<00:45, 4.14it/s]
>23, c[0.122,100], d[0.659,0.665], g[0.840]
Training on Epoch 5 =>: 11%|██████▍ | 24/213 [00:06<00:45, 4.15it/s]
>24, c[0.022,100], d[0.480,1.220], g[1.333]
Training on Epoch 5 =>: 12%|██████▋ | 25/213 [00:06<00:45, 4.15it/s]
>25, c[0.013,100], d[0.642,0.403], g[0.928]
Training on Epoch 5 =>: 12%|██████▉ | 26/213 [00:07<00:45, 4.15it/s]
>26, c[0.177,83], d[0.574,0.864], g[0.670]
Training on Epoch 5 =>: 13%|███████▏ | 27/213 [00:07<00:45, 4.13it/s]
>27, c[0.014,100], d[0.621,0.575], g[0.855]
Training on Epoch 5 =>: 13%|███████▍ | 28/213 [00:07<00:44, 4.13it/s]
>28, c[0.036,100], d[0.475,0.831], g[1.126]
Training on Epoch 5 =>: 14%|███████▊ | 29/213 [00:07<00:44, 4.14it/s]
>29, c[0.015,100], d[0.646,0.525], g[1.334]
Training on Epoch 5 =>: 14%|████████ | 30/213 [00:07<00:44, 4.11it/s]
>30, c[0.080,100], d[0.613,0.514], g[1.148]
Training on Epoch 5 =>: 15%|████████▎ | 31/213 [00:08<00:44, 4.12it/s]
>31, c[0.506,83], d[0.400,0.553], g[1.041]
Training on Epoch 5 =>: 15%|████████▌ | 32/213 [00:08<00:44, 4.11it/s]
>32, c[0.031,100], d[0.529,0.486], g[1.254]
Training on Epoch 5 =>: 15%|████████▊ | 33/213 [00:08<00:43, 4.13it/s]
>33, c[0.244,100], d[0.394,0.601], g[0.845]
Training on Epoch 5 =>: 16%|█████████ | 34/213 [00:08<00:43, 4.12it/s]
>34, c[0.053,100], d[0.508,0.421], g[1.642]
Training on Epoch 5 =>: 16%|█████████▎ | 35/213 [00:09<00:44, 4.00it/s]
>35, c[0.054,100], d[0.883,0.314], g[1.712]
Training on Epoch 5 =>: 17%|█████████▋ | 36/213 [00:09<00:44, 4.00it/s]
>36, c[0.026,100], d[0.597,0.749], g[0.740]
Training on Epoch 5 =>: 17%|█████████▉ | 37/213 [00:09<00:44, 3.99it/s]
>37, c[0.019,100], d[0.992,1.370], g[0.937]
Training on Epoch 5 =>: 18%|██████████▏ | 38/213 [00:09<00:43, 4.03it/s]
>38, c[0.072,100], d[0.888,0.838], g[1.681]
Training on Epoch 5 =>: 18%|██████████▍ | 39/213 [00:10<00:42, 4.05it/s]
>39, c[0.049,100], d[0.808,1.108], g[1.535]
Training on Epoch 5 =>: 19%|██████████▋ | 40/213 [00:10<00:42, 4.06it/s]
>40, c[0.072,100], d[0.654,0.243], g[1.497]
Training on Epoch 5 =>: 19%|██████████▉ | 41/213 [00:10<00:42, 4.06it/s]
>41, c[0.022,100], d[0.541,1.151], g[0.770]
Training on Epoch 5 =>: 20%|███████████▏ | 42/213 [00:10<00:41, 4.07it/s]
>42, c[0.080,100], d[0.373,0.705], g[1.307]
Training on Epoch 5 =>: 20%|███████████▌ | 43/213 [00:11<00:41, 4.08it/s]
>43, c[0.113,100], d[0.691,0.889], g[0.886]
Training on Epoch 5 =>: 21%|███████████▊ | 44/213 [00:11<00:41, 4.09it/s]
>44, c[0.014,100], d[0.980,0.619], g[0.772]
Training on Epoch 5 =>: 21%|████████████ | 45/213 [00:11<00:40, 4.10it/s]
>45, c[0.213,83], d[0.494,0.430], g[1.078]
Training on Epoch 5 =>: 22%|████████████▎ | 46/213 [00:11<00:40, 4.09it/s]
>46, c[0.045,100], d[0.834,0.449], g[0.983]
Training on Epoch 5 =>: 22%|████████████▌ | 47/213 [00:12<00:40, 4.08it/s]
>47, c[0.152,83], d[0.134,0.541], g[1.427]
Training on Epoch 5 =>: 23%|████████████▊ | 48/213 [00:12<00:40, 4.07it/s]
>48, c[0.018,100], d[0.925,0.374], g[1.291]
Training on Epoch 5 =>: 23%|█████████████ | 49/213 [00:12<00:40, 4.08it/s]
>49, c[0.018,100], d[0.491,0.651], g[1.340]
Training on Epoch 5 =>: 23%|█████████████▍ | 50/213 [00:12<00:39, 4.10it/s]
>50, c[0.016,100], d[0.900,0.393], g[1.262]
Training on Epoch 5 =>: 24%|█████████████▋ | 51/213 [00:13<00:39, 4.11it/s]
>51, c[0.042,100], d[0.510,0.655], g[1.119]
Training on Epoch 5 =>: 24%|█████████████▉ | 52/213 [00:13<00:39, 4.11it/s]
>52, c[0.040,100], d[0.797,0.956], g[0.640]
Training on Epoch 5 =>: 25%|██████████████▏ | 53/213 [00:13<00:38, 4.12it/s]
>53, c[0.116,100], d[0.907,1.117], g[0.770]
Training on Epoch 5 =>: 25%|██████████████▍ | 54/213 [00:13<00:38, 4.12it/s]
>54, c[0.108,100], d[0.503,1.432], g[2.929]
Training on Epoch 5 =>: 26%|██████████████▋ | 55/213 [00:14<00:38, 4.10it/s]
>55, c[0.216,83], d[0.472,1.235], g[0.782]
Training on Epoch 5 =>: 26%|██████████████▉ | 56/213 [00:14<00:38, 4.10it/s]
>56, c[0.125,100], d[0.841,0.861], g[0.659]
Training on Epoch 5 =>: 27%|███████████████▎ | 57/213 [00:14<00:37, 4.11it/s]
>57, c[0.145,100], d[0.631,1.325], g[0.702]
Training on Epoch 5 =>: 27%|███████████████▌ | 58/213 [00:14<00:37, 4.11it/s]
>58, c[0.109,100], d[0.595,0.938], g[0.961]
Training on Epoch 5 =>: 28%|███████████████▊ | 59/213 [00:15<00:37, 4.10it/s]
>59, c[0.098,100], d[0.552,0.800], g[1.317]
Training on Epoch 5 =>: 28%|████████████████ | 60/213 [00:15<00:37, 4.11it/s]
>60, c[0.318,83], d[1.127,0.466], g[1.178]
Training on Epoch 5 =>: 29%|████████████████▎ | 61/213 [00:15<00:37, 4.11it/s]
>61, c[0.017,100], d[0.977,0.525], g[1.053]
Training on Epoch 5 =>: 29%|████████████████▌ | 62/213 [00:15<00:36, 4.10it/s]
>62, c[0.042,100], d[0.557,0.636], g[1.002]
Training on Epoch 5 =>: 30%|████████████████▊ | 63/213 [00:16<00:36, 4.10it/s]
>63, c[0.641,67], d[0.652,0.786], g[0.819]
Training on Epoch 5 =>: 30%|█████████████████▏ | 64/213 [00:16<00:36, 4.10it/s]
>64, c[0.004,100], d[0.959,0.798], g[0.913]
Training on Epoch 5 =>: 31%|█████████████████▍ | 65/213 [00:16<00:36, 4.11it/s]
>65, c[0.174,83], d[0.594,0.702], g[0.876]
Training on Epoch 5 =>: 31%|█████████████████▋ | 66/213 [00:16<00:35, 4.09it/s]
>66, c[0.070,100], d[0.752,0.740], g[0.957]
Training on Epoch 5 =>: 31%|█████████████████▉ | 67/213 [00:17<00:35, 4.10it/s]
>67, c[0.056,100], d[0.617,0.509], g[1.076]
Training on Epoch 5 =>: 32%|██████████████████▏ | 68/213 [00:17<00:35, 4.10it/s]
>68, c[0.119,100], d[0.368,0.633], g[1.553]
Training on Epoch 5 =>: 32%|██████████████████▍ | 69/213 [00:17<00:35, 4.09it/s]
>69, c[0.017,100], d[1.067,0.622], g[1.158]
Training on Epoch 5 =>: 33%|██████████████████▋ | 70/213 [00:17<00:35, 3.98it/s]
>70, c[0.104,100], d[0.766,0.576], g[1.150]
Training on Epoch 5 =>: 33%|███████████████████ | 71/213 [00:18<00:36, 3.91it/s]
>71, c[0.010,100], d[0.739,0.704], g[1.008]
Training on Epoch 5 =>: 34%|███████████████████▎ | 72/213 [00:18<00:53, 2.65it/s]
>72, c[0.053,100], d[0.901,0.723], g[0.726]
Training on Epoch 5 =>: 34%|███████████████████▌ | 73/213 [00:19<01:04, 2.16it/s]
>73, c[0.096,100], d[0.416,0.675], g[0.850]
Training on Epoch 5 =>: 35%|███████████████████▊ | 74/213 [00:19<01:04, 2.16it/s]
>74, c[0.277,83], d[0.516,0.819], g[0.915]
Training on Epoch 5 =>: 35%|████████████████████ | 75/213 [00:20<01:14, 1.86it/s]
>75, c[0.008,100], d[0.460,0.383], g[1.249]
Training on Epoch 5 =>: 36%|████████████████████▎ | 76/213 [00:20<01:01, 2.22it/s]
>76, c[0.020,100], d[0.416,0.881], g[1.698]
Training on Epoch 5 =>: 36%|████████████████████▌ | 77/213 [00:21<00:52, 2.59it/s]
>77, c[0.006,100], d[0.558,0.466], g[1.042]
Training on Epoch 5 =>: 37%|████████████████████▊ | 78/213 [00:21<00:46, 2.93it/s]
>78, c[0.039,100], d[0.797,0.816], g[1.099]
Training on Epoch 5 =>: 37%|█████████████████████▏ | 79/213 [00:21<00:41, 3.20it/s]
>79, c[0.040,100], d[0.604,0.731], g[0.907]
Training on Epoch 5 =>: 38%|█████████████████████▍ | 80/213 [00:21<00:47, 2.81it/s]
>80, c[0.200,83], d[0.411,0.514], g[0.956]
Training on Epoch 5 =>: 38%|█████████████████████▋ | 81/213 [00:22<00:57, 2.32it/s]
>81, c[0.070,100], d[0.271,0.357], g[1.626]
Training on Epoch 5 =>: 38%|█████████████████████▉ | 82/213 [00:23<00:57, 2.28it/s]
>82, c[0.015,100], d[0.625,0.542], g[1.360]
Training on Epoch 5 =>: 39%|██████████████████████▏ | 83/213 [00:23<01:05, 2.00it/s]
>83, c[0.063,100], d[0.733,0.491], g[1.298]
Training on Epoch 5 =>: 39%|██████████████████████▍ | 84/213 [00:23<00:54, 2.36it/s]
>84, c[0.091,100], d[0.317,0.529], g[1.320]
Training on Epoch 5 =>: 40%|██████████████████████▋ | 85/213 [00:24<00:47, 2.71it/s]
>85, c[0.039,100], d[0.538,0.418], g[1.118]
Training on Epoch 5 =>: 40%|███████████████████████ | 86/213 [00:24<00:42, 3.01it/s]
>86, c[0.026,100], d[0.763,1.015], g[1.418]
Training on Epoch 5 =>: 41%|███████████████████████▎ | 87/213 [00:24<00:38, 3.28it/s]
>87, c[0.012,100], d[0.867,0.914], g[1.068]
Training on Epoch 5 =>: 41%|███████████████████████▌ | 88/213 [00:24<00:35, 3.49it/s]
>88, c[0.090,100], d[0.675,0.316], g[1.160]
Training on Epoch 5 =>: 42%|███████████████████████▊ | 89/213 [00:25<00:41, 2.96it/s]
>89, c[0.011,100], d[0.584,0.474], g[1.850]
Training on Epoch 5 =>: 42%|████████████████████████ | 90/213 [00:26<00:55, 2.21it/s]
>90, c[0.005,100], d[1.314,0.823], g[0.789]
Training on Epoch 5 =>: 43%|████████████████████████▎ | 91/213 [00:26<00:55, 2.21it/s]
>91, c[0.268,83], d[0.715,0.776], g[1.263]
Training on Epoch 5 =>: 43%|████████████████████████▌ | 92/213 [00:26<00:49, 2.45it/s]
>92, c[0.062,100], d[0.458,0.873], g[0.779]
Training on Epoch 5 =>: 44%|████████████████████████▉ | 93/213 [00:27<00:42, 2.81it/s]
>93, c[0.236,83], d[0.545,0.815], g[0.979]
Training on Epoch 5 =>: 44%|█████████████████████████▏ | 94/213 [00:27<00:38, 3.12it/s]
>94, c[0.141,100], d[0.718,0.666], g[0.958]
Training on Epoch 5 =>: 45%|█████████████████████████▍ | 95/213 [00:27<00:34, 3.39it/s]
>95, c[0.254,83], d[0.491,0.831], g[0.815]
Training on Epoch 5 =>: 45%|█████████████████████████▋ | 96/213 [00:27<00:32, 3.59it/s]
>96, c[0.098,100], d[0.363,0.599], g[0.945]
Training on Epoch 5 =>: 46%|█████████████████████████▉ | 97/213 [00:28<00:32, 3.53it/s]
>97, c[0.103,100], d[0.317,0.664], g[1.333]
Training on Epoch 5 =>: 46%|██████████████████████████▏ | 98/213 [00:28<00:31, 3.69it/s]
>98, c[0.025,100], d[0.605,0.761], g[1.295]
Training on Epoch 5 =>: 46%|██████████████████████████▍ | 99/213 [00:28<00:29, 3.81it/s]
>99, c[0.053,100], d[0.385,0.545], g[1.822]
Training on Epoch 5 =>: 47%|██████████████████████████▎ | 100/213 [00:28<00:28, 3.90it/s]
>100, c[0.131,83], d[0.715,0.491], g[0.788]
Training on Epoch 5 =>: 47%|██████████████████████████▌ | 101/213 [00:29<00:28, 3.96it/s]
>101, c[0.011,100], d[0.626,0.858], g[1.022]
Training on Epoch 5 =>: 48%|██████████████████████████▊ | 102/213 [00:29<00:27, 3.97it/s]
>102, c[0.092,100], d[0.584,0.597], g[1.249]
Training on Epoch 5 =>: 48%|███████████████████████████ | 103/213 [00:29<00:27, 4.01it/s]
>103, c[0.024,100], d[0.534,0.505], g[1.368]
Training on Epoch 5 =>: 49%|███████████████████████████▎ | 104/213 [00:29<00:27, 4.03it/s]
>104, c[0.134,100], d[0.330,0.813], g[1.367]
Training on Epoch 5 =>: 49%|███████████████████████████▌ | 105/213 [00:30<00:26, 4.06it/s]
>105, c[0.010,100], d[0.571,0.658], g[1.204]
Training on Epoch 5 =>: 50%|███████████████████████████▊ | 106/213 [00:30<00:26, 4.08it/s]
>106, c[0.049,100], d[0.386,1.685], g[1.616]
Training on Epoch 5 =>: 50%|████████████████████████████▏ | 107/213 [00:30<00:25, 4.11it/s]
>107, c[0.147,100], d[0.926,0.549], g[1.176]
Training on Epoch 5 =>: 51%|████████████████████████████▍ | 108/213 [00:30<00:25, 4.07it/s]
>108, c[0.004,100], d[0.720,0.501], g[1.546]
Training on Epoch 5 =>: 51%|████████████████████████████▋ | 109/213 [00:31<00:25, 4.09it/s]
>109, c[0.014,100], d[0.335,0.287], g[0.853]
Training on Epoch 5 =>: 52%|████████████████████████████▉ | 110/213 [00:31<00:25, 4.07it/s]
>110, c[0.006,100], d[0.406,1.592], g[0.690]
Training on Epoch 5 =>: 52%|█████████████████████████████▏ | 111/213 [00:31<00:25, 4.07it/s]
>111, c[0.593,67], d[0.371,0.866], g[1.348]
Training on Epoch 5 =>: 53%|█████████████████████████████▍ | 112/213 [00:31<00:24, 4.05it/s]
>112, c[0.003,100], d[0.842,0.457], g[1.516]
Training on Epoch 5 =>: 53%|█████████████████████████████▋ | 113/213 [00:31<00:24, 4.07it/s]
>113, c[0.025,100], d[0.653,0.849], g[0.993]
Training on Epoch 5 =>: 54%|█████████████████████████████▉ | 114/213 [00:32<00:24, 4.08it/s]
>114, c[0.057,100], d[0.368,0.479], g[1.286]
Training on Epoch 5 =>: 54%|██████████████████████████████▏ | 115/213 [00:32<00:23, 4.09it/s]
>115, c[0.001,100], d[0.659,0.394], g[1.455]
Training on Epoch 5 =>: 54%|██████████████████████████████▍ | 116/213 [00:32<00:23, 4.09it/s]
>116, c[0.028,100], d[0.916,0.331], g[1.595]
Training on Epoch 5 =>: 55%|██████████████████████████████▊ | 117/213 [00:32<00:23, 4.09it/s]
>117, c[0.015,100], d[0.684,0.389], g[1.486]
Training on Epoch 5 =>: 55%|███████████████████████████████ | 118/213 [00:33<00:23, 4.08it/s]
>118, c[0.002,100], d[0.985,0.415], g[1.496]
Training on Epoch 5 =>: 56%|███████████████████████████████▎ | 119/213 [00:33<00:22, 4.10it/s]
>119, c[0.033,100], d[0.475,0.336], g[1.673]
Training on Epoch 5 =>: 56%|███████████████████████████████▌ | 120/213 [00:33<00:22, 4.11it/s]
>120, c[0.001,100], d[0.655,0.467], g[1.402]
Training on Epoch 5 =>: 57%|███████████████████████████████▊ | 121/213 [00:33<00:22, 4.12it/s]
>121, c[0.021,100], d[0.147,0.298], g[1.669]
Training on Epoch 5 =>: 57%|████████████████████████████████ | 122/213 [00:34<00:22, 4.11it/s]
>122, c[0.050,100], d[0.423,0.334], g[1.851]
Training on Epoch 5 =>: 58%|████████████████████████████████▎ | 123/213 [00:34<00:21, 4.12it/s]
>123, c[0.128,100], d[0.986,0.467], g[1.190]
Training on Epoch 5 =>: 58%|████████████████████████████████▌ | 124/213 [00:34<00:21, 4.13it/s]
>124, c[0.009,100], d[0.540,0.424], g[1.277]
Training on Epoch 5 =>: 59%|████████████████████████████████▊ | 125/213 [00:34<00:21, 4.11it/s]
>125, c[0.018,100], d[0.767,0.926], g[1.484]
Training on Epoch 5 =>: 59%|█████████████████████████████████▏ | 126/213 [00:35<00:21, 4.10it/s]
>126, c[0.051,100], d[0.241,0.430], g[1.624]
Training on Epoch 5 =>: 60%|█████████████████████████████████▍ | 127/213 [00:35<00:20, 4.10it/s]
>127, c[0.115,100], d[0.491,0.704], g[1.365]
Training on Epoch 5 =>: 60%|█████████████████████████████████▋ | 128/213 [00:35<00:20, 4.11it/s]
>128, c[0.052,100], d[0.385,1.515], g[1.159]
Training on Epoch 5 =>: 61%|█████████████████████████████████▉ | 129/213 [00:35<00:20, 4.12it/s]
>129, c[0.193,100], d[1.042,0.580], g[2.016]
Training on Epoch 5 =>: 61%|██████████████████████████████████▏ | 130/213 [00:36<00:20, 4.12it/s]
>130, c[0.034,100], d[0.480,0.800], g[2.599]
Training on Epoch 5 =>: 62%|██████████████████████████████████▍ | 131/213 [00:36<00:19, 4.12it/s]
>131, c[0.000,100], d[0.885,1.021], g[1.162]
Training on Epoch 5 =>: 62%|██████████████████████████████████▋ | 132/213 [00:36<00:19, 4.09it/s]
>132, c[0.057,100], d[0.679,0.606], g[1.274]
Training on Epoch 5 =>: 62%|██████████████████████████████████▉ | 133/213 [00:36<00:19, 4.10it/s]
>133, c[0.044,100], d[0.577,0.433], g[1.089]
Training on Epoch 5 =>: 63%|███████████████████████████████████▏ | 134/213 [00:37<00:19, 4.10it/s]
>134, c[0.007,100], d[0.322,0.378], g[1.633]
Training on Epoch 5 =>: 63%|███████████████████████████████████▍ | 135/213 [00:37<00:19, 4.10it/s]
>135, c[0.034,100], d[0.418,0.296], g[1.675]
Training on Epoch 5 =>: 64%|███████████████████████████████████▊ | 136/213 [00:37<00:18, 4.11it/s]
>136, c[0.021,100], d[0.965,0.564], g[1.418]
Training on Epoch 5 =>: 64%|████████████████████████████████████ | 137/213 [00:37<00:18, 4.12it/s]
>137, c[0.059,100], d[0.301,0.549], g[1.423]
Training on Epoch 5 =>: 65%|████████████████████████████████████▎ | 138/213 [00:38<00:18, 4.12it/s]
>138, c[0.022,100], d[0.895,1.561], g[1.021]
Training on Epoch 5 =>: 65%|████████████████████████████████████▌ | 139/213 [00:38<00:18, 4.10it/s]
>139, c[0.045,100], d[1.073,1.835], g[1.039]
Training on Epoch 5 =>: 66%|████████████████████████████████████▊ | 140/213 [00:38<00:17, 4.11it/s]
>140, c[0.045,100], d[0.639,1.254], g[1.998]
Training on Epoch 5 =>: 66%|█████████████████████████████████████ | 141/213 [00:38<00:17, 4.12it/s]
>141, c[0.023,100], d[0.634,0.387], g[1.915]
Training on Epoch 5 =>: 67%|█████████████████████████████████████▎ | 142/213 [00:39<00:17, 4.12it/s]
>142, c[0.004,100], d[0.542,0.583], g[1.002]
Training on Epoch 5 =>: 67%|█████████████████████████████████████▌ | 143/213 [00:39<00:17, 4.12it/s]
>143, c[0.165,83], d[0.704,0.902], g[1.385]
Training on Epoch 5 =>: 68%|█████████████████████████████████████▊ | 144/213 [00:39<00:16, 4.12it/s]
>144, c[0.023,100], d[0.391,0.803], g[0.960]
Training on Epoch 5 =>: 68%|██████████████████████████████████████ | 145/213 [00:39<00:16, 4.12it/s]
>145, c[0.048,100], d[0.548,0.998], g[0.947]
Training on Epoch 5 =>: 69%|██████████████████████████████████████▍ | 146/213 [00:40<00:16, 4.08it/s]
>146, c[0.132,100], d[0.671,0.625], g[1.102]
Training on Epoch 5 =>: 69%|██████████████████████████████████████▋ | 147/213 [00:40<00:16, 4.09it/s]
>147, c[0.097,100], d[0.821,0.394], g[1.145]
Training on Epoch 5 =>: 69%|██████████████████████████████████████▉ | 148/213 [00:40<00:15, 4.10it/s]
>148, c[0.011,100], d[1.106,0.575], g[1.279]
Training on Epoch 5 =>: 70%|███████████████████████████████████████▏ | 149/213 [00:40<00:15, 4.11it/s]
>149, c[0.033,100], d[0.609,0.609], g[1.326]
Training on Epoch 5 =>: 70%|███████████████████████████████████████▍ | 150/213 [00:40<00:15, 4.10it/s]
>150, c[0.025,100], d[0.539,0.819], g[1.338]
Training on Epoch 5 =>: 71%|███████████████████████████████████████▋ | 151/213 [00:41<00:15, 4.11it/s]
>151, c[0.057,100], d[0.546,0.788], g[1.202]
Training on Epoch 5 =>: 71%|███████████████████████████████████████▉ | 152/213 [00:41<00:14, 4.12it/s]
>152, c[0.037,100], d[0.690,1.552], g[1.897]
Training on Epoch 5 =>: 72%|████████████████████████████████████████▏ | 153/213 [00:41<00:14, 4.11it/s]
>153, c[0.062,100], d[0.853,1.240], g[1.718]
Training on Epoch 5 =>: 72%|████████████████████████████████████████▍ | 154/213 [00:41<00:14, 4.11it/s]
>154, c[0.060,100], d[0.680,0.425], g[1.274]
Training on Epoch 5 =>: 73%|████████████████████████████████████████▊ | 155/213 [00:42<00:14, 4.11it/s]
>155, c[0.011,100], d[1.011,0.998], g[1.654]
Training on Epoch 5 =>: 73%|█████████████████████████████████████████ | 156/213 [00:42<00:13, 4.12it/s]
>156, c[0.086,100], d[0.559,0.643], g[0.726]
Training on Epoch 5 =>: 74%|█████████████████████████████████████████▎ | 157/213 [00:42<00:13, 4.14it/s]
>157, c[0.030,100], d[0.558,1.035], g[0.781]
Training on Epoch 5 =>: 74%|█████████████████████████████████████████▌ | 158/213 [00:42<00:13, 4.14it/s]
>158, c[0.011,100], d[0.373,0.537], g[1.225]
Training on Epoch 5 =>: 75%|█████████████████████████████████████████▊ | 159/213 [00:43<00:13, 4.13it/s]
>159, c[0.017,100], d[1.052,0.639], g[0.893]
Training on Epoch 5 =>: 75%|██████████████████████████████████████████ | 160/213 [00:43<00:12, 4.12it/s]
>160, c[0.107,100], d[0.551,0.788], g[1.006]
Training on Epoch 5 =>: 76%|██████████████████████████████████████████▎ | 161/213 [00:43<00:12, 4.12it/s]
>161, c[0.032,100], d[0.934,0.970], g[1.083]
Training on Epoch 5 =>: 76%|██████████████████████████████████████████▌ | 162/213 [00:43<00:12, 4.13it/s]
>162, c[0.106,100], d[0.691,0.600], g[1.001]
Training on Epoch 5 =>: 77%|██████████████████████████████████████████▊ | 163/213 [00:44<00:12, 4.12it/s]
>163, c[0.013,100], d[0.814,0.523], g[0.735]
Training on Epoch 5 =>: 77%|███████████████████████████████████████████ | 164/213 [00:44<00:11, 4.13it/s]
>164, c[0.053,100], d[0.698,0.599], g[0.789]
Training on Epoch 5 =>: 77%|███████████████████████████████████████████▍ | 165/213 [00:44<00:11, 4.13it/s]
>165, c[0.059,100], d[0.512,0.595], g[0.964]
Training on Epoch 5 =>: 78%|███████████████████████████████████████████▋ | 166/213 [00:44<00:11, 4.13it/s]
>166, c[0.039,100], d[0.528,1.189], g[0.997]
Training on Epoch 5 =>: 78%|███████████████████████████████████████████▉ | 167/213 [00:45<00:11, 4.11it/s]
>167, c[0.048,100], d[0.729,0.998], g[1.006]
Training on Epoch 5 =>: 79%|████████████████████████████████████████████▏ | 168/213 [00:45<00:11, 4.09it/s]
>168, c[0.017,100], d[0.750,0.683], g[0.903]
Training on Epoch 5 =>: 79%|████████████████████████████████████████████▍ | 169/213 [00:45<00:10, 4.10it/s]
>169, c[0.010,100], d[0.674,1.055], g[1.922]
Training on Epoch 5 =>: 80%|████████████████████████████████████████████▋ | 170/213 [00:45<00:10, 4.12it/s]
>170, c[0.013,100], d[1.301,1.276], g[0.984]
Training on Epoch 5 =>: 80%|████████████████████████████████████████████▉ | 171/213 [00:46<00:10, 4.12it/s]
>171, c[0.090,100], d[0.706,0.804], g[1.703]
Training on Epoch 5 =>: 81%|█████████████████████████████████████████████▏ | 172/213 [00:46<00:09, 4.11it/s]
>172, c[0.051,100], d[0.303,0.741], g[1.528]
Training on Epoch 5 =>: 81%|█████████████████████████████████████████████▍ | 173/213 [00:46<00:09, 4.12it/s]
>173, c[0.053,100], d[0.734,0.347], g[1.321]
Training on Epoch 5 =>: 82%|█████████████████████████████████████████████▋ | 174/213 [00:46<00:09, 4.10it/s]
>174, c[0.257,83], d[0.680,0.461], g[1.145]
Training on Epoch 5 =>: 82%|██████████████████████████████████████████████ | 175/213 [00:47<00:09, 4.11it/s]
>175, c[0.029,100], d[0.579,0.559], g[1.102]
Training on Epoch 5 =>: 83%|██████████████████████████████████████████████▎ | 176/213 [00:47<00:08, 4.11it/s]
>176, c[0.090,100], d[0.642,0.769], g[0.939]
Training on Epoch 5 =>: 83%|██████████████████████████████████████████████▌ | 177/213 [00:47<00:08, 4.11it/s]
>177, c[0.045,100], d[0.553,0.682], g[1.084]
Training on Epoch 5 =>: 84%|██████████████████████████████████████████████▊ | 178/213 [00:47<00:08, 4.12it/s]
>178, c[0.101,100], d[0.608,0.514], g[1.274]
Training on Epoch 5 =>: 84%|███████████████████████████████████████████████ | 179/213 [00:48<00:08, 4.12it/s]
>179, c[0.022,100], d[1.070,0.546], g[1.335]
Training on Epoch 5 =>: 85%|███████████████████████████████████████████████▎ | 180/213 [00:48<00:08, 4.11it/s]
>180, c[0.161,83], d[0.834,0.664], g[0.780]
Training on Epoch 5 =>: 85%|███████████████████████████████████████████████▌ | 181/213 [00:48<00:07, 4.10it/s]
>181, c[0.025,100], d[0.539,0.626], g[1.014]
Training on Epoch 5 =>: 85%|███████████████████████████████████████████████▊ | 182/213 [00:48<00:07, 4.10it/s]
>182, c[0.056,100], d[0.543,0.633], g[1.080]
Training on Epoch 5 =>: 86%|████████████████████████████████████████████████ | 183/213 [00:49<00:07, 4.10it/s]
>183, c[0.025,100], d[0.645,0.919], g[1.026]
Training on Epoch 5 =>: 86%|████████████████████████████████████████████████▍ | 184/213 [00:49<00:07, 4.08it/s]
>184, c[0.020,100], d[0.596,0.426], g[1.672]
Training on Epoch 5 =>: 87%|████████████████████████████████████████████████▋ | 185/213 [00:49<00:06, 4.10it/s]
>185, c[0.081,100], d[0.997,0.785], g[0.775]
Training on Epoch 5 =>: 87%|████████████████████████████████████████████████▉ | 186/213 [00:49<00:06, 4.09it/s]
>186, c[0.091,100], d[0.754,0.932], g[0.924]
Training on Epoch 5 =>: 88%|█████████████████████████████████████████████████▏ | 187/213 [00:49<00:06, 4.11it/s]
>187, c[0.028,100], d[0.240,0.888], g[1.067]
Training on Epoch 5 =>: 88%|█████████████████████████████████████████████████▍ | 188/213 [00:50<00:06, 4.09it/s]
>188, c[0.005,100], d[0.581,0.598], g[0.831]
Training on Epoch 5 =>: 89%|█████████████████████████████████████████████████▋ | 189/213 [00:50<00:05, 4.11it/s]
>189, c[0.014,100], d[0.676,0.878], g[0.854]
Training on Epoch 5 =>: 89%|█████████████████████████████████████████████████▉ | 190/213 [00:50<00:05, 4.11it/s]
>190, c[0.011,100], d[0.540,0.404], g[1.221]
Training on Epoch 5 =>: 90%|██████████████████████████████████████████████████▏ | 191/213 [00:50<00:05, 4.12it/s]
>191, c[0.004,100], d[0.889,0.776], g[1.447]
Training on Epoch 5 =>: 90%|██████████████████████████████████████████████████▍ | 192/213 [00:51<00:05, 4.11it/s]
>192, c[0.011,100], d[0.835,0.577], g[0.821]
Training on Epoch 5 =>: 91%|██████████████████████████████████████████████████▋ | 193/213 [00:51<00:04, 4.11it/s]
>193, c[0.003,100], d[0.181,0.717], g[1.035]
Training on Epoch 5 =>: 91%|███████████████████████████████████████████████████ | 194/213 [00:51<00:04, 4.12it/s]
>194, c[0.018,100], d[0.583,0.521], g[1.092]
Training on Epoch 5 =>: 92%|███████████████████████████████████████████████████▎ | 195/213 [00:51<00:04, 4.09it/s]
>195, c[0.023,100], d[0.682,0.583], g[0.923]
Training on Epoch 5 =>: 92%|███████████████████████████████████████████████████▌ | 196/213 [00:52<00:04, 4.09it/s]
>196, c[0.009,100], d[0.558,0.490], g[1.295]
Training on Epoch 5 =>: 92%|███████████████████████████████████████████████████▊ | 197/213 [00:52<00:03, 4.10it/s]
>197, c[0.039,100], d[0.776,0.698], g[0.939]
Training on Epoch 5 =>: 93%|████████████████████████████████████████████████████ | 198/213 [00:52<00:03, 4.11it/s]
>198, c[0.028,100], d[0.533,0.562], g[1.291]
Training on Epoch 5 =>: 93%|████████████████████████████████████████████████████▎ | 199/213 [00:52<00:03, 4.11it/s]
>199, c[0.012,100], d[0.531,0.683], g[1.215]
Training on Epoch 5 =>: 94%|████████████████████████████████████████████████████▌ | 200/213 [00:53<00:03, 4.11it/s]
>200, c[0.031,100], d[0.215,0.865], g[1.381]
Training on Epoch 5 =>: 94%|████████████████████████████████████████████████████▊ | 201/213 [00:53<00:02, 4.11it/s]
>201, c[0.012,100], d[1.157,0.516], g[1.289]
Training on Epoch 5 =>: 95%|█████████████████████████████████████████████████████ | 202/213 [00:53<00:02, 4.09it/s]
>202, c[0.018,100], d[0.269,0.338], g[1.287]
Training on Epoch 5 =>: 95%|█████████████████████████████████████████████████████▎ | 203/213 [00:53<00:02, 4.10it/s]
>203, c[0.013,100], d[0.817,0.417], g[0.995]
Training on Epoch 5 =>: 96%|█████████████████████████████████████████████████████▋ | 204/213 [00:54<00:02, 4.11it/s]
>204, c[0.009,100], d[0.286,0.795], g[0.768]
Training on Epoch 5 =>: 96%|█████████████████████████████████████████████████████▉ | 205/213 [00:54<00:01, 4.11it/s]
>205, c[0.060,100], d[0.399,0.623], g[1.107]
Training on Epoch 5 =>: 97%|██████████████████████████████████████████████████████▏ | 206/213 [00:54<00:01, 4.11it/s]
>206, c[0.003,100], d[0.737,0.726], g[0.960]
Training on Epoch 5 =>: 97%|██████████████████████████████████████████████████████▍ | 207/213 [00:54<00:01, 4.11it/s]
>207, c[0.005,100], d[0.598,0.593], g[0.904]
Training on Epoch 5 =>: 98%|██████████████████████████████████████████████████████▋ | 208/213 [00:55<00:01, 4.12it/s]
>208, c[0.075,100], d[0.594,0.775], g[1.463]
Training on Epoch 5 =>: 98%|██████████████████████████████████████████████████████▉ | 209/213 [00:55<00:00, 4.10it/s]
>209, c[0.009,100], d[0.539,0.641], g[1.112]
Training on Epoch 5 =>: 99%|███████████████████████████████████████████████████████▏| 210/213 [00:55<00:00, 4.11it/s]
>210, c[0.051,100], d[0.204,0.524], g[1.528]
Training on Epoch 5 =>: 99%|███████████████████████████████████████████████████████▍| 211/213 [00:55<00:00, 4.12it/s]
>211, c[0.004,100], d[0.697,0.528], g[1.417]
Training on Epoch 5 =>: 100%|███████████████████████████████████████████████████████▋| 212/213 [00:56<00:00, 4.12it/s]
>212, c[0.016,100], d[0.688,0.657], g[1.144]
Training on Epoch 5 =>: 100%|████████████████████████████████████████████████████████| 213/213 [00:56<00:00, 3.78it/s]
>213, c[0.046,100], d[0.569,0.664], g[1.295]
EPOCHS =>: 10%|███████▏ | 5/50 [05:39<49:44, 66.32s/it]
Classifier Accuracy: 98.131%, Precision: 0.981%, Recall: 0.981%
Training on Epoch 6 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 6 =>: 0%|▎ | 1/213 [00:00<00:51, 4.14it/s]
>1, c[0.024,98], d[0.643,0.812], g[0.999]
Training on Epoch 6 =>: 1%|▌ | 2/213 [00:00<00:51, 4.12it/s]
>2, c[0.005,100], d[0.795,1.045], g[0.981]
Training on Epoch 6 =>: 1%|▊ | 3/213 [00:00<00:50, 4.13it/s]
>3, c[0.014,100], d[0.545,0.533], g[2.789]
Training on Epoch 6 =>: 2%|█ | 4/213 [00:00<00:50, 4.11it/s]
>4, c[0.001,100], d[1.425,0.304], g[0.976]
Training on Epoch 6 =>: 2%|█▎ | 5/213 [00:01<00:50, 4.12it/s]
>5, c[0.017,100], d[0.699,1.113], g[0.791]
Training on Epoch 6 =>: 3%|█▋ | 6/213 [00:01<00:50, 4.07it/s]
>6, c[0.191,83], d[0.499,0.776], g[1.151]
Training on Epoch 6 =>: 3%|█▉ | 7/213 [00:01<00:50, 4.09it/s]
>7, c[0.002,100], d[0.758,0.549], g[1.161]
Training on Epoch 6 =>: 4%|██▏ | 8/213 [00:01<00:50, 4.09it/s]
>8, c[0.001,100], d[0.475,0.343], g[1.577]
Training on Epoch 6 =>: 4%|██▍ | 9/213 [00:02<00:49, 4.11it/s]
>9, c[0.023,100], d[0.594,0.289], g[1.461]
Training on Epoch 6 =>: 5%|██▋ | 10/213 [00:02<00:49, 4.11it/s]
>10, c[0.120,100], d[0.575,0.327], g[1.369]
Training on Epoch 6 =>: 5%|██▉ | 11/213 [00:02<00:49, 4.12it/s]
>11, c[0.002,100], d[0.539,0.800], g[1.303]
Training on Epoch 6 =>: 6%|███▏ | 12/213 [00:02<00:48, 4.13it/s]
>12, c[0.079,100], d[0.675,0.783], g[1.239]
Training on Epoch 6 =>: 6%|███▍ | 13/213 [00:03<00:48, 4.11it/s]
>13, c[0.005,100], d[0.828,0.397], g[1.640]
Training on Epoch 6 =>: 7%|███▋ | 14/213 [00:03<00:48, 4.11it/s]
>14, c[0.106,100], d[0.219,0.238], g[1.009]
Training on Epoch 6 =>: 7%|████ | 15/213 [00:03<00:48, 4.12it/s]
>15, c[0.003,100], d[0.513,0.349], g[0.715]
Training on Epoch 6 =>: 8%|████▎ | 16/213 [00:03<00:47, 4.13it/s]
>16, c[0.052,100], d[0.306,0.851], g[1.454]
Training on Epoch 6 =>: 8%|████▌ | 17/213 [00:04<00:47, 4.11it/s]
>17, c[0.015,100], d[0.668,0.878], g[1.646]
Training on Epoch 6 =>: 8%|████▊ | 18/213 [00:04<00:47, 4.12it/s]
>18, c[0.013,100], d[0.358,1.380], g[1.895]
Training on Epoch 6 =>: 9%|█████ | 19/213 [00:04<00:47, 4.13it/s]
>19, c[0.015,100], d[0.717,0.451], g[5.331]
Training on Epoch 6 =>: 9%|█████▎ | 20/213 [00:04<00:47, 4.10it/s]
>20, c[0.008,100], d[1.656,1.318], g[0.880]
Training on Epoch 6 =>: 10%|█████▌ | 21/213 [00:05<00:46, 4.11it/s]
>21, c[0.031,100], d[0.599,0.926], g[1.146]
Training on Epoch 6 =>: 10%|█████▉ | 22/213 [00:05<00:46, 4.12it/s]
>22, c[0.020,100], d[0.572,0.671], g[0.938]
Training on Epoch 6 =>: 11%|██████▏ | 23/213 [00:05<00:46, 4.12it/s]
>23, c[0.032,100], d[0.534,0.474], g[1.135]
Training on Epoch 6 =>: 11%|██████▍ | 24/213 [00:05<00:45, 4.11it/s]
>24, c[0.092,100], d[0.763,0.555], g[0.981]
Training on Epoch 6 =>: 12%|██████▋ | 25/213 [00:06<00:45, 4.11it/s]
>25, c[0.016,100], d[0.438,0.551], g[1.203]
Training on Epoch 6 =>: 12%|██████▉ | 26/213 [00:06<00:46, 4.02it/s]
>26, c[0.000,100], d[0.459,0.438], g[1.284]
Training on Epoch 6 =>: 13%|███████▏ | 27/213 [00:06<00:47, 3.92it/s]
>27, c[0.004,100], d[1.061,0.674], g[1.212]
Training on Epoch 6 =>: 13%|███████▍ | 28/213 [00:06<00:47, 3.89it/s]
>28, c[0.202,83], d[0.398,1.021], g[1.003]
Training on Epoch 6 =>: 14%|███████▊ | 29/213 [00:07<00:46, 3.95it/s]
>29, c[0.049,100], d[0.316,0.576], g[1.495]
Training on Epoch 6 =>: 14%|████████ | 30/213 [00:07<00:45, 3.98it/s]
>30, c[0.018,100], d[0.533,1.263], g[0.802]
Training on Epoch 6 =>: 15%|████████▎ | 31/213 [00:07<00:45, 4.03it/s]
>31, c[0.126,100], d[0.616,0.930], g[1.418]
Training on Epoch 6 =>: 15%|████████▌ | 32/213 [00:07<00:44, 4.05it/s]
>32, c[0.127,100], d[0.657,0.660], g[1.344]
Training on Epoch 6 =>: 15%|████████▊ | 33/213 [00:08<00:44, 4.05it/s]
>33, c[0.019,100], d[0.936,0.554], g[0.725]
Training on Epoch 6 =>: 16%|█████████ | 34/213 [00:08<00:43, 4.07it/s]
>34, c[0.006,100], d[0.772,0.802], g[0.663]
Training on Epoch 6 =>: 16%|█████████▎ | 35/213 [00:08<00:43, 4.06it/s]
>35, c[0.011,100], d[0.345,0.590], g[1.598]
Training on Epoch 6 =>: 17%|█████████▋ | 36/213 [00:08<00:44, 4.02it/s]
>36, c[0.004,100], d[0.921,0.718], g[1.188]
Training on Epoch 6 =>: 17%|█████████▉ | 37/213 [00:09<00:44, 3.98it/s]
>37, c[0.041,100], d[0.645,0.671], g[1.193]
Training on Epoch 6 =>: 18%|██████████▏ | 38/213 [00:09<00:44, 3.93it/s]
>38, c[0.007,100], d[0.544,0.620], g[1.090]
Training on Epoch 6 =>: 18%|██████████▍ | 39/213 [00:09<00:43, 3.96it/s]
>39, c[0.026,100], d[0.756,0.546], g[0.939]
Training on Epoch 6 =>: 19%|██████████▋ | 40/213 [00:09<00:43, 3.98it/s]
>40, c[0.021,100], d[0.313,0.542], g[1.330]
Training on Epoch 6 =>: 19%|██████████▉ | 41/213 [00:10<00:43, 4.00it/s]
>41, c[0.047,100], d[0.824,0.597], g[0.829]
Training on Epoch 6 =>: 20%|███████████▏ | 42/213 [00:10<00:42, 3.99it/s]
>42, c[0.000,100], d[0.505,0.554], g[1.013]
Training on Epoch 6 =>: 20%|███████████▌ | 43/213 [00:10<00:44, 3.84it/s]
>43, c[0.026,100], d[0.879,0.586], g[0.782]
Training on Epoch 6 =>: 21%|███████████▊ | 44/213 [00:10<00:44, 3.81it/s]
>44, c[0.079,100], d[0.531,0.984], g[1.100]
Training on Epoch 6 =>: 21%|████████████ | 45/213 [00:11<00:43, 3.86it/s]
>45, c[0.003,100], d[0.303,0.439], g[1.236]
Training on Epoch 6 =>: 22%|████████████▎ | 46/213 [00:11<00:42, 3.92it/s]
>46, c[0.003,100], d[0.361,0.618], g[1.122]
Training on Epoch 6 =>: 22%|████████████▌ | 47/213 [00:11<00:41, 3.96it/s]
>47, c[0.015,100], d[0.559,0.530], g[1.213]
Training on Epoch 6 =>: 23%|████████████▊ | 48/213 [00:11<00:44, 3.70it/s]
>48, c[0.075,100], d[0.485,1.066], g[1.426]
Training on Epoch 6 =>: 23%|█████████████ | 49/213 [00:12<00:46, 3.55it/s]
>49, c[0.015,100], d[0.637,0.506], g[0.909]
Training on Epoch 6 =>: 23%|█████████████▍ | 50/213 [00:12<00:46, 3.52it/s]
>50, c[0.038,100], d[0.613,0.568], g[0.773]
Training on Epoch 6 =>: 24%|█████████████▋ | 51/213 [00:12<00:49, 3.29it/s]
>51, c[0.007,100], d[0.800,0.691], g[1.247]
Training on Epoch 6 =>: 24%|█████████████▉ | 52/213 [00:13<00:51, 3.14it/s]
>52, c[0.021,100], d[0.520,0.632], g[0.795]
Training on Epoch 6 =>: 25%|██████████████▏ | 53/213 [00:13<00:52, 3.07it/s]
>53, c[0.023,100], d[0.293,0.845], g[1.491]
Training on Epoch 6 =>: 25%|██████████████▍ | 54/213 [00:13<00:52, 3.02it/s]
>54, c[0.007,100], d[0.683,0.642], g[1.051]
Training on Epoch 6 =>: 26%|██████████████▋ | 55/213 [00:14<00:52, 2.98it/s]
>55, c[0.001,100], d[0.752,0.635], g[0.755]
Training on Epoch 6 =>: 26%|██████████████▉ | 56/213 [00:14<00:52, 2.97it/s]
>56, c[0.001,100], d[0.280,0.629], g[1.217]
Training on Epoch 6 =>: 27%|███████████████▎ | 57/213 [00:14<00:52, 2.98it/s]
>57, c[0.002,100], d[0.361,0.428], g[1.643]
Training on Epoch 6 =>: 27%|███████████████▌ | 58/213 [00:15<00:52, 2.95it/s]
>58, c[0.101,100], d[0.901,0.346], g[1.529]
Training on Epoch 6 =>: 28%|███████████████▊ | 59/213 [00:15<00:52, 2.93it/s]
>59, c[0.006,100], d[0.433,0.332], g[1.387]
Training on Epoch 6 =>: 28%|████████████████ | 60/213 [00:16<00:53, 2.88it/s]
>60, c[0.001,100], d[0.289,0.369], g[1.262]
Training on Epoch 6 =>: 29%|████████████████▎ | 61/213 [00:16<00:53, 2.86it/s]
>61, c[0.161,83], d[0.567,0.434], g[1.212]
Training on Epoch 6 =>: 29%|████████████████▌ | 62/213 [00:16<00:53, 2.84it/s]
>62, c[0.035,100], d[0.800,0.754], g[1.210]
Training on Epoch 6 =>: 30%|████████████████▊ | 63/213 [00:17<00:53, 2.83it/s]
>63, c[0.000,100], d[0.125,0.575], g[1.521]
Training on Epoch 6 =>: 30%|█████████████████▏ | 64/213 [00:17<00:53, 2.76it/s]
>64, c[0.007,100], d[0.643,1.039], g[1.248]
Training on Epoch 6 =>: 31%|█████████████████▍ | 65/213 [00:17<00:54, 2.72it/s]
>65, c[0.006,100], d[0.607,0.937], g[1.386]
Training on Epoch 6 =>: 31%|█████████████████▋ | 66/213 [00:18<00:53, 2.73it/s]
>66, c[0.031,100], d[0.985,0.692], g[1.356]
Training on Epoch 6 =>: 31%|█████████████████▉ | 67/213 [00:18<00:52, 2.78it/s]
>67, c[0.050,100], d[0.386,0.824], g[2.012]
Training on Epoch 6 =>: 32%|██████████████████▏ | 68/213 [00:18<00:52, 2.75it/s]
>68, c[0.077,100], d[0.576,0.867], g[1.108]
Training on Epoch 6 =>: 32%|██████████████████▍ | 69/213 [00:19<00:52, 2.75it/s]
>69, c[0.006,100], d[0.183,0.389], g[1.820]
Training on Epoch 6 =>: 33%|██████████████████▋ | 70/213 [00:19<00:52, 2.73it/s]
>70, c[0.007,100], d[2.022,1.097], g[2.530]
Training on Epoch 6 =>: 33%|███████████████████ | 71/213 [00:20<00:52, 2.73it/s]
>71, c[0.071,100], d[1.093,0.924], g[3.222]
Training on Epoch 6 =>: 34%|███████████████████▎ | 72/213 [00:20<00:51, 2.75it/s]
>72, c[0.003,100], d[1.711,0.194], g[1.757]
Training on Epoch 6 =>: 34%|███████████████████▌ | 73/213 [00:20<00:51, 2.70it/s]
>73, c[0.015,100], d[1.220,0.493], g[0.824]
Training on Epoch 6 =>: 35%|███████████████████▊ | 74/213 [00:21<00:51, 2.72it/s]
>74, c[0.000,100], d[0.497,0.903], g[0.713]
Training on Epoch 6 =>: 35%|████████████████████ | 75/213 [00:21<00:51, 2.66it/s]
>75, c[0.031,100], d[0.375,0.995], g[1.024]
Training on Epoch 6 =>: 36%|████████████████████▎ | 76/213 [00:21<00:52, 2.62it/s]
>76, c[0.013,100], d[0.463,0.552], g[0.996]
Training on Epoch 6 =>: 36%|████████████████████▌ | 77/213 [00:22<00:51, 2.64it/s]
>77, c[0.142,100], d[0.289,0.427], g[1.001]
Training on Epoch 6 =>: 37%|████████████████████▊ | 78/213 [00:22<00:51, 2.64it/s]
>78, c[0.014,100], d[0.221,1.043], g[1.086]
Training on Epoch 6 =>: 37%|█████████████████████▏ | 79/213 [00:23<00:50, 2.65it/s]
>79, c[0.061,100], d[0.254,0.441], g[1.277]
Training on Epoch 6 =>: 38%|█████████████████████▍ | 80/213 [00:23<00:50, 2.65it/s]
>80, c[0.010,100], d[0.451,0.924], g[2.056]
Training on Epoch 6 =>: 38%|█████████████████████▋ | 81/213 [00:23<00:50, 2.61it/s]
>81, c[0.056,100], d[0.552,1.129], g[1.428]
Training on Epoch 6 =>: 38%|█████████████████████▉ | 82/213 [00:24<00:49, 2.63it/s]
>82, c[0.095,100], d[0.738,1.936], g[1.628]
Training on Epoch 6 =>: 39%|██████████████████████▏ | 83/213 [00:24<00:49, 2.62it/s]
>83, c[0.022,100], d[1.409,0.728], g[1.014]
Training on Epoch 6 =>: 39%|██████████████████████▍ | 84/213 [00:24<00:47, 2.70it/s]
>84, c[0.010,100], d[0.918,0.314], g[2.035]
Training on Epoch 6 =>: 40%|██████████████████████▋ | 85/213 [00:25<00:58, 2.20it/s]
>85, c[0.009,100], d[1.024,0.914], g[1.144]
Training on Epoch 6 =>: 40%|███████████████████████ | 86/213 [00:25<00:53, 2.37it/s]
>86, c[0.243,83], d[0.645,0.748], g[1.058]
Training on Epoch 6 =>: 41%|███████████████████████▎ | 87/213 [00:26<00:51, 2.47it/s]
>87, c[0.001,100], d[0.591,0.824], g[1.223]
Training on Epoch 6 =>: 41%|███████████████████████▌ | 88/213 [00:26<00:49, 2.53it/s]
>88, c[0.006,100], d[0.534,0.617], g[1.138]
Training on Epoch 6 =>: 42%|███████████████████████▊ | 89/213 [00:27<00:47, 2.59it/s]
>89, c[0.195,100], d[0.304,0.430], g[1.566]
Training on Epoch 6 =>: 42%|████████████████████████ | 90/213 [00:27<00:47, 2.61it/s]
>90, c[0.027,100], d[1.303,0.612], g[1.396]
Training on Epoch 6 =>: 43%|████████████████████████▎ | 91/213 [00:27<00:47, 2.58it/s]
>91, c[0.009,100], d[0.501,0.559], g[1.291]
Training on Epoch 6 =>: 43%|████████████████████████▌ | 92/213 [00:28<00:45, 2.64it/s]
>92, c[0.001,100], d[0.849,0.496], g[1.062]
Training on Epoch 6 =>: 44%|████████████████████████▉ | 93/213 [00:28<00:45, 2.63it/s]
>93, c[0.001,100], d[0.582,0.544], g[1.167]
Training on Epoch 6 =>: 44%|█████████████████████████▏ | 94/213 [00:28<00:45, 2.60it/s]
>94, c[0.015,100], d[0.734,0.818], g[1.272]
Training on Epoch 6 =>: 45%|█████████████████████████▍ | 95/213 [00:29<00:45, 2.61it/s]
>95, c[0.140,100], d[0.619,0.262], g[1.318]
Training on Epoch 6 =>: 45%|█████████████████████████▋ | 96/213 [00:29<00:44, 2.63it/s]
>96, c[0.023,100], d[0.766,0.491], g[0.824]
Training on Epoch 6 =>: 46%|█████████████████████████▉ | 97/213 [00:30<00:43, 2.65it/s]
>97, c[0.001,100], d[0.394,0.805], g[0.809]
Training on Epoch 6 =>: 46%|██████████████████████████▏ | 98/213 [00:30<00:43, 2.67it/s]
>98, c[0.015,100], d[0.903,0.814], g[0.764]
Training on Epoch 6 =>: 46%|██████████████████████████▍ | 99/213 [00:30<00:42, 2.69it/s]
>99, c[0.003,100], d[0.172,0.637], g[0.951]
Training on Epoch 6 =>: 47%|██████████████████████████▎ | 100/213 [00:31<00:41, 2.69it/s]
>100, c[0.027,100], d[0.276,0.572], g[1.043]
Training on Epoch 6 =>: 47%|██████████████████████████▌ | 101/213 [00:31<00:40, 2.73it/s]
>101, c[0.003,100], d[0.510,0.494], g[1.272]
Training on Epoch 6 =>: 48%|██████████████████████████▊ | 102/213 [00:31<00:41, 2.65it/s]
>102, c[0.022,100], d[0.706,0.434], g[1.022]
Training on Epoch 6 =>: 48%|███████████████████████████ | 103/213 [00:32<00:41, 2.67it/s]
>103, c[0.006,100], d[0.469,0.401], g[1.210]
Training on Epoch 6 =>: 49%|███████████████████████████▎ | 104/213 [00:32<00:41, 2.64it/s]
>104, c[0.014,100], d[0.515,0.641], g[0.795]
Training on Epoch 6 =>: 49%|███████████████████████████▌ | 105/213 [00:33<00:41, 2.62it/s]
>105, c[0.110,100], d[0.411,0.689], g[1.305]
Training on Epoch 6 =>: 50%|███████████████████████████▊ | 106/213 [00:33<00:46, 2.30it/s]
>106, c[0.006,100], d[0.231,0.554], g[1.355]
Training on Epoch 6 =>: 50%|████████████████████████████▏ | 107/213 [00:34<00:53, 1.98it/s]
>107, c[0.001,100], d[1.376,0.706], g[1.093]
Training on Epoch 6 =>: 51%|████████████████████████████▍ | 108/213 [00:34<00:50, 2.09it/s]
>108, c[0.003,100], d[0.697,0.590], g[1.062]
Training on Epoch 6 =>: 51%|████████████████████████████▋ | 109/213 [00:35<00:48, 2.17it/s]
>109, c[0.009,100], d[0.502,0.470], g[1.176]
Training on Epoch 6 =>: 52%|████████████████████████████▉ | 110/213 [00:35<00:53, 1.93it/s]
>110, c[0.008,100], d[1.081,1.061], g[0.914]
Training on Epoch 6 =>: 52%|█████████████████████████████▏ | 111/213 [00:36<00:47, 2.13it/s]
>111, c[0.025,100], d[0.372,0.874], g[0.821]
Training on Epoch 6 =>: 53%|█████████████████████████████▍ | 112/213 [00:36<00:44, 2.27it/s]
>112, c[0.018,100], d[0.462,1.179], g[1.577]
Training on Epoch 6 =>: 53%|█████████████████████████████▋ | 113/213 [00:36<00:42, 2.34it/s]
>113, c[0.013,100], d[0.710,0.265], g[1.209]
Training on Epoch 6 =>: 54%|█████████████████████████████▉ | 114/213 [00:37<00:41, 2.40it/s]
>114, c[0.022,100], d[0.866,0.715], g[0.960]
Training on Epoch 6 =>: 54%|██████████████████████████████▏ | 115/213 [00:37<00:43, 2.26it/s]
>115, c[0.068,100], d[0.408,0.613], g[1.485]
Training on Epoch 6 =>: 54%|██████████████████████████████▍ | 116/213 [00:38<00:40, 2.39it/s]
>116, c[0.000,100], d[0.809,0.747], g[1.337]
Training on Epoch 6 =>: 55%|██████████████████████████████▊ | 117/213 [00:38<00:38, 2.52it/s]
>117, c[0.002,100], d[0.535,0.513], g[1.121]
Training on Epoch 6 =>: 55%|███████████████████████████████ | 118/213 [00:38<00:37, 2.54it/s]
>118, c[0.102,100], d[0.620,0.502], g[1.304]
Training on Epoch 6 =>: 56%|███████████████████████████████▎ | 119/213 [00:39<00:36, 2.59it/s]
>119, c[0.003,100], d[0.444,0.645], g[1.229]
Training on Epoch 6 =>: 56%|███████████████████████████████▌ | 120/213 [00:39<00:36, 2.57it/s]
>120, c[0.002,100], d[0.208,0.228], g[1.946]
Training on Epoch 6 =>: 57%|███████████████████████████████▊ | 121/213 [00:40<00:35, 2.59it/s]
>121, c[0.005,100], d[0.474,0.471], g[1.565]
Training on Epoch 6 =>: 57%|████████████████████████████████ | 122/213 [00:40<00:34, 2.65it/s]
>122, c[0.007,100], d[1.205,0.558], g[1.108]
Training on Epoch 6 =>: 58%|████████████████████████████████▎ | 123/213 [00:40<00:34, 2.64it/s]
>123, c[0.004,100], d[0.314,0.936], g[0.556]
Training on Epoch 6 =>: 58%|████████████████████████████████▌ | 124/213 [00:41<00:33, 2.66it/s]
>124, c[0.015,100], d[0.802,1.534], g[1.579]
Training on Epoch 6 =>: 59%|████████████████████████████████▊ | 125/213 [00:41<00:33, 2.66it/s]
>125, c[0.008,100], d[0.502,0.598], g[1.119]
Training on Epoch 6 =>: 59%|█████████████████████████████████▏ | 126/213 [00:42<00:38, 2.24it/s]
>126, c[0.005,100], d[0.814,0.628], g[0.727]
Training on Epoch 6 =>: 60%|█████████████████████████████████▍ | 127/213 [00:42<00:36, 2.33it/s]
>127, c[0.035,100], d[0.514,0.303], g[2.174]
Training on Epoch 6 =>: 60%|█████████████████████████████████▋ | 128/213 [00:42<00:34, 2.44it/s]
>128, c[0.017,100], d[0.451,1.474], g[0.885]
Training on Epoch 6 =>: 61%|█████████████████████████████████▉ | 129/213 [00:43<00:33, 2.52it/s]
>129, c[0.002,100], d[0.456,0.607], g[0.825]
Training on Epoch 6 =>: 61%|██████████████████████████████████▏ | 130/213 [00:43<00:32, 2.57it/s]
>130, c[0.003,100], d[0.379,0.510], g[1.096]
Training on Epoch 6 =>: 62%|██████████████████████████████████▍ | 131/213 [00:43<00:31, 2.63it/s]
>131, c[0.025,100], d[1.049,0.726], g[1.182]
Training on Epoch 6 =>: 62%|██████████████████████████████████▋ | 132/213 [00:44<00:30, 2.62it/s]
>132, c[0.005,100], d[0.690,0.658], g[0.927]
Training on Epoch 6 =>: 62%|██████████████████████████████████▉ | 133/213 [00:44<00:31, 2.54it/s]
>133, c[0.002,100], d[0.407,0.371], g[1.257]
Training on Epoch 6 =>: 63%|███████████████████████████████████▏ | 134/213 [00:45<00:31, 2.53it/s]
>134, c[0.016,100], d[0.242,0.336], g[1.119]
Training on Epoch 6 =>: 63%|███████████████████████████████████▍ | 135/213 [00:45<00:30, 2.57it/s]
>135, c[0.001,100], d[0.167,0.515], g[1.452]
Training on Epoch 6 =>: 64%|███████████████████████████████████▊ | 136/213 [00:45<00:29, 2.59it/s]
>136, c[0.011,100], d[0.895,0.422], g[1.112]
Training on Epoch 6 =>: 64%|████████████████████████████████████ | 137/213 [00:46<00:29, 2.60it/s]
>137, c[0.003,100], d[0.788,0.858], g[1.124]
Training on Epoch 6 =>: 65%|████████████████████████████████████▎ | 138/213 [00:46<00:31, 2.36it/s]
>138, c[0.014,100], d[0.742,0.443], g[1.702]
Training on Epoch 6 =>: 65%|████████████████████████████████████▌ | 139/213 [00:47<00:30, 2.39it/s]
>139, c[0.003,100], d[1.190,1.445], g[1.169]
Training on Epoch 6 =>: 66%|████████████████████████████████████▊ | 140/213 [00:47<00:30, 2.43it/s]
>140, c[0.000,100], d[0.361,0.935], g[1.659]
Training on Epoch 6 =>: 66%|█████████████████████████████████████ | 141/213 [00:48<00:28, 2.50it/s]
>141, c[0.032,100], d[0.973,0.717], g[1.195]
Training on Epoch 6 =>: 67%|█████████████████████████████████████▎ | 142/213 [00:48<00:28, 2.53it/s]
>142, c[0.000,100], d[0.573,0.719], g[0.968]
Training on Epoch 6 =>: 67%|█████████████████████████████████████▌ | 143/213 [00:48<00:27, 2.58it/s]
>143, c[0.054,100], d[0.401,1.108], g[1.100]
Training on Epoch 6 =>: 68%|█████████████████████████████████████▊ | 144/213 [00:49<00:27, 2.54it/s]
>144, c[0.006,100], d[0.541,0.317], g[1.191]
Training on Epoch 6 =>: 68%|██████████████████████████████████████ | 145/213 [00:49<00:26, 2.54it/s]
>145, c[0.021,100], d[0.626,1.750], g[1.471]
Training on Epoch 6 =>: 69%|██████████████████████████████████████▍ | 146/213 [00:49<00:26, 2.51it/s]
>146, c[0.036,100], d[0.874,0.572], g[1.540]
Training on Epoch 6 =>: 69%|██████████████████████████████████████▋ | 147/213 [00:50<00:29, 2.27it/s]
>147, c[0.006,100], d[0.745,0.563], g[0.825]
Training on Epoch 6 =>: 69%|██████████████████████████████████████▉ | 148/213 [00:50<00:27, 2.35it/s]
>148, c[0.004,100], d[0.516,0.362], g[1.261]
Training on Epoch 6 =>: 70%|███████████████████████████████████████▏ | 149/213 [00:51<00:25, 2.46it/s]
>149, c[0.040,100], d[0.831,0.507], g[1.222]
Training on Epoch 6 =>: 70%|███████████████████████████████████████▍ | 150/213 [00:51<00:25, 2.49it/s]
>150, c[0.001,100], d[0.687,0.692], g[0.968]
Training on Epoch 6 =>: 71%|███████████████████████████████████████▋ | 151/213 [00:52<00:28, 2.21it/s]
>151, c[0.004,100], d[0.826,1.229], g[0.973]
Training on Epoch 6 =>: 71%|███████████████████████████████████████▉ | 152/213 [00:52<00:26, 2.34it/s]
>152, c[0.012,100], d[0.532,0.584], g[1.174]
Training on Epoch 6 =>: 72%|████████████████████████████████████████▏ | 153/213 [00:53<00:25, 2.37it/s]
>153, c[0.022,100], d[0.596,1.284], g[0.771]
Training on Epoch 6 =>: 72%|████████████████████████████████████████▍ | 154/213 [00:53<00:24, 2.40it/s]
>154, c[0.051,100], d[0.548,0.520], g[1.064]
Training on Epoch 6 =>: 73%|████████████████████████████████████████▊ | 155/213 [00:53<00:24, 2.40it/s]
>155, c[0.002,100], d[0.540,0.713], g[0.922]
Training on Epoch 6 =>: 73%|█████████████████████████████████████████ | 156/213 [00:54<00:23, 2.44it/s]
>156, c[0.002,100], d[0.416,0.591], g[1.378]
Training on Epoch 6 =>: 74%|█████████████████████████████████████████▎ | 157/213 [00:54<00:22, 2.46it/s]
>157, c[0.004,100], d[0.725,1.369], g[1.516]
Training on Epoch 6 =>: 74%|█████████████████████████████████████████▌ | 158/213 [00:55<00:22, 2.46it/s]
>158, c[0.041,100], d[0.587,0.326], g[1.324]
Training on Epoch 6 =>: 75%|█████████████████████████████████████████▊ | 159/213 [00:55<00:21, 2.49it/s]
>159, c[0.112,100], d[0.949,0.517], g[1.132]
Training on Epoch 6 =>: 75%|██████████████████████████████████████████ | 160/213 [00:55<00:20, 2.58it/s]
>160, c[0.001,100], d[0.555,0.741], g[1.295]
Training on Epoch 6 =>: 76%|██████████████████████████████████████████▎ | 161/213 [00:56<00:20, 2.56it/s]
>161, c[0.006,100], d[0.695,0.586], g[1.241]
Training on Epoch 6 =>: 76%|██████████████████████████████████████████▌ | 162/213 [00:56<00:19, 2.60it/s]
>162, c[0.002,100], d[0.319,0.515], g[1.132]
Training on Epoch 6 =>: 77%|██████████████████████████████████████████▊ | 163/213 [00:56<00:19, 2.52it/s]
>163, c[0.003,100], d[0.519,0.781], g[1.520]
Training on Epoch 6 =>: 77%|███████████████████████████████████████████ | 164/213 [00:57<00:19, 2.56it/s]
>164, c[0.035,100], d[1.012,0.499], g[1.055]
Training on Epoch 6 =>: 77%|███████████████████████████████████████████▍ | 165/213 [00:57<00:18, 2.56it/s]
>165, c[0.007,100], d[0.223,0.548], g[1.759]
Training on Epoch 6 =>: 78%|███████████████████████████████████████████▋ | 166/213 [00:58<00:18, 2.57it/s]
>166, c[0.004,100], d[0.446,0.491], g[1.578]
Training on Epoch 6 =>: 78%|███████████████████████████████████████████▉ | 167/213 [00:58<00:17, 2.60it/s]
>167, c[0.097,100], d[0.633,0.530], g[1.387]
Training on Epoch 6 =>: 79%|████████████████████████████████████████████▏ | 168/213 [00:58<00:17, 2.62it/s]
>168, c[0.068,100], d[0.667,1.071], g[1.459]
Training on Epoch 6 =>: 79%|████████████████████████████████████████████▍ | 169/213 [00:59<00:16, 2.67it/s]
>169, c[0.002,100], d[0.729,0.452], g[1.333]
Training on Epoch 6 =>: 80%|████████████████████████████████████████████▋ | 170/213 [00:59<00:16, 2.63it/s]
>170, c[0.002,100], d[0.481,0.391], g[1.372]
Training on Epoch 6 =>: 80%|████████████████████████████████████████████▉ | 171/213 [01:00<00:16, 2.60it/s]
>171, c[0.003,100], d[0.233,0.323], g[1.495]
Training on Epoch 6 =>: 81%|█████████████████████████████████████████████▏ | 172/213 [01:00<00:16, 2.51it/s]
>172, c[0.372,83], d[0.604,0.464], g[1.179]
Training on Epoch 6 =>: 81%|█████████████████████████████████████████████▍ | 173/213 [01:00<00:15, 2.56it/s]
>173, c[0.002,100], d[0.959,1.904], g[1.513]
Training on Epoch 6 =>: 82%|█████████████████████████████████████████████▋ | 174/213 [01:01<00:15, 2.50it/s]
>174, c[0.019,100], d[1.481,2.031], g[1.762]
Training on Epoch 6 =>: 82%|██████████████████████████████████████████████ | 175/213 [01:01<00:14, 2.58it/s]
>175, c[0.013,100], d[0.651,0.706], g[1.553]
Training on Epoch 6 =>: 83%|██████████████████████████████████████████████▎ | 176/213 [01:01<00:13, 2.70it/s]
>176, c[0.016,100], d[1.104,0.407], g[0.971]
Training on Epoch 6 =>: 83%|██████████████████████████████████████████████▌ | 177/213 [01:02<00:12, 2.78it/s]
>177, c[0.005,100], d[0.735,0.466], g[1.159]
Training on Epoch 6 =>: 84%|██████████████████████████████████████████████▊ | 178/213 [01:02<00:12, 2.91it/s]
>178, c[0.132,100], d[0.730,0.593], g[0.807]
Training on Epoch 6 =>: 84%|███████████████████████████████████████████████ | 179/213 [01:02<00:11, 2.98it/s]
>179, c[0.076,100], d[0.675,0.535], g[0.719]
Training on Epoch 6 =>: 85%|███████████████████████████████████████████████▎ | 180/213 [01:03<00:11, 2.83it/s]
>180, c[0.002,100], d[0.482,0.628], g[0.750]
Training on Epoch 6 =>: 85%|███████████████████████████████████████████████▌ | 181/213 [01:03<00:11, 2.74it/s]
>181, c[0.004,100], d[0.282,0.650], g[1.348]
Training on Epoch 6 =>: 85%|███████████████████████████████████████████████▊ | 182/213 [01:04<00:11, 2.70it/s]
>182, c[0.034,100], d[0.416,0.740], g[1.208]
Training on Epoch 6 =>: 86%|████████████████████████████████████████████████ | 183/213 [01:04<00:11, 2.60it/s]
>183, c[0.024,100], d[0.166,0.427], g[1.193]
Training on Epoch 6 =>: 86%|████████████████████████████████████████████████▍ | 184/213 [01:04<00:11, 2.62it/s]
>184, c[0.063,100], d[0.367,0.484], g[1.489]
Training on Epoch 6 =>: 87%|████████████████████████████████████████████████▋ | 185/213 [01:05<00:10, 2.59it/s]
>185, c[0.002,100], d[0.349,0.468], g[1.331]
Training on Epoch 6 =>: 87%|████████████████████████████████████████████████▉ | 186/213 [01:05<00:10, 2.69it/s]
>186, c[0.002,100], d[0.606,0.460], g[1.475]
Training on Epoch 6 =>: 88%|█████████████████████████████████████████████████▏ | 187/213 [01:05<00:09, 2.80it/s]
>187, c[0.052,100], d[0.853,0.493], g[0.987]
Training on Epoch 6 =>: 88%|█████████████████████████████████████████████████▍ | 188/213 [01:06<00:08, 2.89it/s]
>188, c[0.005,100], d[0.114,0.564], g[1.229]
Training on Epoch 6 =>: 89%|█████████████████████████████████████████████████▋ | 189/213 [01:06<00:08, 2.93it/s]
>189, c[0.008,100], d[0.570,1.021], g[1.298]
Training on Epoch 6 =>: 89%|█████████████████████████████████████████████████▉ | 190/213 [01:06<00:07, 2.97it/s]
>190, c[0.004,100], d[0.278,0.336], g[1.431]
Training on Epoch 6 =>: 90%|██████████████████████████████████████████████████▏ | 191/213 [01:07<00:07, 3.03it/s]
>191, c[0.006,100], d[0.750,0.656], g[1.716]
Training on Epoch 6 =>: 90%|██████████████████████████████████████████████████▍ | 192/213 [01:07<00:06, 3.06it/s]
>192, c[0.002,100], d[0.515,0.322], g[1.789]
Training on Epoch 6 =>: 91%|██████████████████████████████████████████████████▋ | 193/213 [01:07<00:06, 3.04it/s]
>193, c[0.034,100], d[0.931,0.866], g[1.417]
Training on Epoch 6 =>: 91%|███████████████████████████████████████████████████ | 194/213 [01:08<00:06, 3.04it/s]
>194, c[0.006,100], d[0.688,0.812], g[1.447]
Training on Epoch 6 =>: 92%|███████████████████████████████████████████████████▎ | 195/213 [01:08<00:05, 3.04it/s]
>195, c[0.000,100], d[1.200,0.716], g[0.987]
Training on Epoch 6 =>: 92%|███████████████████████████████████████████████████▌ | 196/213 [01:08<00:05, 3.04it/s]
>196, c[0.003,100], d[0.437,1.747], g[0.767]
Training on Epoch 6 =>: 92%|███████████████████████████████████████████████████▊ | 197/213 [01:09<00:05, 3.08it/s]
>197, c[0.013,100], d[0.603,0.662], g[1.162]
Training on Epoch 6 =>: 93%|████████████████████████████████████████████████████ | 198/213 [01:09<00:04, 3.07it/s]
>198, c[0.019,100], d[0.529,0.612], g[1.244]
Training on Epoch 6 =>: 93%|████████████████████████████████████████████████████▎ | 199/213 [01:09<00:04, 3.08it/s]
>199, c[0.100,100], d[0.276,1.099], g[2.650]
Training on Epoch 6 =>: 94%|████████████████████████████████████████████████████▌ | 200/213 [01:10<00:04, 3.09it/s]
>200, c[0.001,100], d[1.965,0.412], g[1.763]
Training on Epoch 6 =>: 94%|████████████████████████████████████████████████████▊ | 201/213 [01:10<00:03, 3.10it/s]
>201, c[0.057,100], d[1.660,0.312], g[1.133]
Training on Epoch 6 =>: 95%|█████████████████████████████████████████████████████ | 202/213 [01:10<00:03, 2.92it/s]
>202, c[0.370,83], d[0.556,1.708], g[0.383]
Training on Epoch 6 =>: 95%|█████████████████████████████████████████████████████▎ | 203/213 [01:11<00:03, 2.97it/s]
>203, c[0.301,83], d[0.393,1.013], g[1.262]
Training on Epoch 6 =>: 96%|█████████████████████████████████████████████████████▋ | 204/213 [01:11<00:02, 3.06it/s]
>204, c[0.074,100], d[0.324,1.024], g[1.711]
Training on Epoch 6 =>: 96%|█████████████████████████████████████████████████████▉ | 205/213 [01:11<00:02, 3.03it/s]
>205, c[0.111,100], d[0.584,1.032], g[1.302]
Training on Epoch 6 =>: 97%|██████████████████████████████████████████████████████▏ | 206/213 [01:12<00:02, 3.03it/s]
>206, c[0.012,100], d[0.373,0.642], g[1.303]
Training on Epoch 6 =>: 97%|██████████████████████████████████████████████████████▍ | 207/213 [01:12<00:01, 3.09it/s]
>207, c[0.015,100], d[0.339,0.607], g[1.166]
Training on Epoch 6 =>: 98%|██████████████████████████████████████████████████████▋ | 208/213 [01:12<00:01, 3.09it/s]
>208, c[0.001,100], d[0.646,0.488], g[1.040]
Training on Epoch 6 =>: 98%|██████████████████████████████████████████████████████▉ | 209/213 [01:13<00:01, 3.04it/s]
>209, c[0.007,100], d[0.638,0.451], g[1.370]
Training on Epoch 6 =>: 99%|███████████████████████████████████████████████████████▏| 210/213 [01:13<00:01, 2.89it/s]
>210, c[0.002,100], d[0.910,0.624], g[0.856]
Training on Epoch 6 =>: 99%|███████████████████████████████████████████████████████▍| 211/213 [01:13<00:00, 2.86it/s]
>211, c[0.113,100], d[1.176,0.604], g[0.827]
Training on Epoch 6 =>: 100%|███████████████████████████████████████████████████████▋| 212/213 [01:14<00:00, 2.84it/s]
>212, c[0.004,100], d[0.423,0.505], g[0.741]
Training on Epoch 6 =>: 100%|████████████████████████████████████████████████████████| 213/213 [01:14<00:00, 2.86it/s]
>213, c[0.014,100], d[0.570,0.952], g[0.856]
EPOCHS =>: 12%|████████▋ | 6/50 [06:55<51:05, 69.67s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 7 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 7 =>: 0%|▎ | 1/213 [00:00<01:04, 3.29it/s]
>1, c[0.012,100], d[0.330,0.559], g[1.309]
Training on Epoch 7 =>: 1%|▌ | 2/213 [00:00<01:06, 3.17it/s]
>2, c[0.001,100], d[0.461,0.799], g[1.193]
Training on Epoch 7 =>: 1%|▊ | 3/213 [00:00<01:07, 3.12it/s]
>3, c[0.001,100], d[0.675,0.893], g[1.302]
Training on Epoch 7 =>: 2%|█ | 4/213 [00:01<01:05, 3.19it/s]
>4, c[0.033,100], d[0.676,0.626], g[1.396]
Training on Epoch 7 =>: 2%|█▎ | 5/213 [00:01<01:06, 3.13it/s]
>5, c[0.030,100], d[0.682,0.764], g[1.133]
Training on Epoch 7 =>: 3%|█▋ | 6/213 [00:01<01:07, 3.06it/s]
>6, c[0.008,100], d[0.621,0.623], g[1.022]
Training on Epoch 7 =>: 3%|█▉ | 7/213 [00:02<01:06, 3.08it/s]
>7, c[0.009,100], d[0.286,0.581], g[1.156]
Training on Epoch 7 =>: 4%|██▏ | 8/213 [00:02<01:05, 3.12it/s]
>8, c[0.009,100], d[0.675,0.377], g[0.799]
Training on Epoch 7 =>: 4%|██▍ | 9/213 [00:02<01:04, 3.17it/s]
>9, c[0.025,100], d[0.731,0.684], g[1.198]
Training on Epoch 7 =>: 5%|██▋ | 10/213 [00:03<01:01, 3.29it/s]
>10, c[0.004,100], d[0.672,0.496], g[1.485]
Training on Epoch 7 =>: 5%|██▉ | 11/213 [00:03<01:02, 3.24it/s]
>11, c[0.003,100], d[0.233,0.873], g[2.296]
Training on Epoch 7 =>: 6%|███▏ | 12/213 [00:03<01:02, 3.21it/s]
>12, c[0.005,100], d[0.507,0.607], g[0.994]
Training on Epoch 7 =>: 6%|███▍ | 13/213 [00:04<01:01, 3.23it/s]
>13, c[0.008,100], d[0.626,0.482], g[1.250]
Training on Epoch 7 =>: 7%|███▋ | 14/213 [00:04<01:00, 3.31it/s]
>14, c[0.006,100], d[0.250,0.438], g[1.640]
Training on Epoch 7 =>: 7%|████ | 15/213 [00:04<01:00, 3.28it/s]
>15, c[0.001,100], d[0.735,0.341], g[1.267]
Training on Epoch 7 =>: 8%|████▎ | 16/213 [00:04<00:59, 3.32it/s]
>16, c[0.081,100], d[0.484,0.640], g[1.338]
Training on Epoch 7 =>: 8%|████▌ | 17/213 [00:05<00:59, 3.29it/s]
>17, c[0.003,100], d[0.747,0.383], g[1.146]
Training on Epoch 7 =>: 8%|████▊ | 18/213 [00:05<00:59, 3.27it/s]
>18, c[0.002,100], d[0.278,0.676], g[1.226]
Training on Epoch 7 =>: 9%|█████ | 19/213 [00:05<00:58, 3.34it/s]
>19, c[0.019,100], d[0.336,0.560], g[1.405]
Training on Epoch 7 =>: 9%|█████▎ | 20/213 [00:06<00:59, 3.27it/s]
>20, c[0.019,100], d[0.594,0.388], g[1.324]
Training on Epoch 7 =>: 10%|█████▌ | 21/213 [00:06<00:58, 3.29it/s]
>21, c[0.002,100], d[1.158,0.529], g[1.215]
Training on Epoch 7 =>: 10%|█████▉ | 22/213 [00:06<00:58, 3.27it/s]
>22, c[0.004,100], d[0.521,0.416], g[1.262]
Training on Epoch 7 =>: 11%|██████▏ | 23/213 [00:07<00:57, 3.28it/s]
>23, c[0.014,100], d[0.157,0.544], g[1.137]
Training on Epoch 7 =>: 11%|██████▍ | 24/213 [00:07<00:56, 3.33it/s]
>24, c[0.010,100], d[1.103,1.184], g[1.045]
Training on Epoch 7 =>: 12%|██████▋ | 25/213 [00:07<00:56, 3.33it/s]
>25, c[0.006,100], d[0.217,0.841], g[1.430]
Training on Epoch 7 =>: 12%|██████▉ | 26/213 [00:08<00:55, 3.34it/s]
>26, c[0.019,100], d[0.761,0.522], g[1.185]
Training on Epoch 7 =>: 13%|███████▏ | 27/213 [00:08<00:56, 3.30it/s]
>27, c[0.049,100], d[0.517,0.360], g[1.227]
Training on Epoch 7 =>: 13%|███████▍ | 28/213 [00:08<01:05, 2.81it/s]
>28, c[0.093,100], d[0.989,0.721], g[1.064]
Training on Epoch 7 =>: 14%|███████▊ | 29/213 [00:09<01:03, 2.91it/s]
>29, c[0.001,100], d[0.555,0.690], g[1.330]
Training on Epoch 7 =>: 14%|████████ | 30/213 [00:09<01:00, 3.03it/s]
>30, c[0.002,100], d[0.474,0.566], g[1.109]
Training on Epoch 7 =>: 15%|████████▎ | 31/213 [00:09<00:58, 3.10it/s]
>31, c[0.014,100], d[0.304,0.903], g[1.646]
Training on Epoch 7 =>: 15%|████████▌ | 32/213 [00:10<00:56, 3.18it/s]
>32, c[0.002,100], d[0.145,0.293], g[1.933]
Training on Epoch 7 =>: 15%|████████▊ | 33/213 [00:10<00:55, 3.25it/s]
>33, c[0.019,100], d[1.363,0.640], g[1.767]
Training on Epoch 7 =>: 16%|█████████ | 34/213 [00:10<00:54, 3.27it/s]
>34, c[0.034,100], d[0.640,0.801], g[1.207]
Training on Epoch 7 =>: 16%|█████████▎ | 35/213 [00:10<00:53, 3.32it/s]
>35, c[0.003,100], d[0.275,0.635], g[1.055]
Training on Epoch 7 =>: 17%|█████████▋ | 36/213 [00:11<00:53, 3.33it/s]
>36, c[0.026,100], d[0.563,0.574], g[1.051]
Training on Epoch 7 =>: 17%|█████████▉ | 37/213 [00:11<00:53, 3.29it/s]
>37, c[0.029,100], d[0.492,0.345], g[1.266]
Training on Epoch 7 =>: 18%|██████████▏ | 38/213 [00:11<00:54, 3.22it/s]
>38, c[0.080,100], d[0.491,0.368], g[1.465]
Training on Epoch 7 =>: 18%|██████████▍ | 39/213 [00:12<00:54, 3.22it/s]
>39, c[0.005,100], d[0.431,0.635], g[1.490]
Training on Epoch 7 =>: 19%|██████████▋ | 40/213 [00:12<00:53, 3.22it/s]
>40, c[0.006,100], d[0.754,0.912], g[1.197]
Training on Epoch 7 =>: 19%|██████████▉ | 41/213 [00:12<00:53, 3.22it/s]
>41, c[0.006,100], d[0.683,0.661], g[1.096]
Training on Epoch 7 =>: 20%|███████████▏ | 42/213 [00:13<00:53, 3.22it/s]
>42, c[0.020,100], d[0.631,0.438], g[1.012]
Training on Epoch 7 =>: 20%|███████████▌ | 43/213 [00:13<00:53, 3.19it/s]
>43, c[0.089,100], d[0.517,0.712], g[1.626]
Training on Epoch 7 =>: 21%|███████████▊ | 44/213 [00:13<00:51, 3.27it/s]
>44, c[0.002,100], d[1.093,0.801], g[0.883]
Training on Epoch 7 =>: 21%|████████████ | 45/213 [00:13<00:51, 3.27it/s]
>45, c[0.086,100], d[0.447,0.569], g[0.837]
Training on Epoch 7 =>: 22%|████████████▎ | 46/213 [00:14<00:50, 3.33it/s]
>46, c[0.001,100], d[0.202,0.684], g[1.284]
Training on Epoch 7 =>: 22%|████████████▌ | 47/213 [00:14<00:48, 3.39it/s]
>47, c[0.013,100], d[0.478,0.562], g[1.419]
Training on Epoch 7 =>: 23%|████████████▊ | 48/213 [00:14<00:49, 3.36it/s]
>48, c[0.002,100], d[0.174,0.340], g[0.955]
Training on Epoch 7 =>: 23%|█████████████ | 49/213 [00:15<00:48, 3.38it/s]
>49, c[0.001,100], d[0.473,0.647], g[0.711]
Training on Epoch 7 =>: 23%|█████████████▍ | 50/213 [00:15<00:47, 3.40it/s]
>50, c[0.000,100], d[0.687,0.359], g[0.684]
Training on Epoch 7 =>: 24%|█████████████▋ | 51/213 [00:15<00:48, 3.35it/s]
>51, c[0.001,100], d[0.171,1.944], g[1.868]
Training on Epoch 7 =>: 24%|█████████████▉ | 52/213 [00:16<00:48, 3.32it/s]
>52, c[0.014,100], d[0.444,0.530], g[1.760]
Training on Epoch 7 =>: 25%|██████████████▏ | 53/213 [00:16<00:48, 3.28it/s]
>53, c[0.007,100], d[0.945,0.447], g[1.829]
Training on Epoch 7 =>: 25%|██████████████▍ | 54/213 [00:16<00:48, 3.28it/s]
>54, c[0.006,100], d[0.910,0.209], g[1.453]
Training on Epoch 7 =>: 26%|██████████████▋ | 55/213 [00:16<00:48, 3.28it/s]
>55, c[0.002,100], d[0.390,0.450], g[1.038]
Training on Epoch 7 =>: 26%|██████████████▉ | 56/213 [00:17<00:47, 3.30it/s]
>56, c[0.000,100], d[0.461,0.544], g[1.384]
Training on Epoch 7 =>: 27%|███████████████▎ | 57/213 [00:17<00:46, 3.33it/s]
>57, c[0.071,100], d[0.650,1.000], g[1.603]
Training on Epoch 7 =>: 27%|███████████████▌ | 58/213 [00:17<00:46, 3.34it/s]
>58, c[0.003,100], d[0.597,0.708], g[1.725]
Training on Epoch 7 =>: 28%|███████████████▊ | 59/213 [00:18<00:46, 3.28it/s]
>59, c[0.006,100], d[0.498,0.296], g[1.517]
Training on Epoch 7 =>: 28%|████████████████ | 60/213 [00:18<00:46, 3.27it/s]
>60, c[0.002,100], d[1.005,0.316], g[0.945]
Training on Epoch 7 =>: 29%|████████████████▎ | 61/213 [00:18<00:45, 3.31it/s]
>61, c[0.000,100], d[0.755,0.406], g[1.190]
Training on Epoch 7 =>: 29%|████████████████▌ | 62/213 [00:19<00:44, 3.36it/s]
>62, c[0.002,100], d[0.299,0.563], g[1.291]
Training on Epoch 7 =>: 30%|████████████████▊ | 63/213 [00:19<00:44, 3.38it/s]
>63, c[0.001,100], d[0.996,0.817], g[0.957]
Training on Epoch 7 =>: 30%|█████████████████▏ | 64/213 [00:19<00:43, 3.39it/s]
>64, c[0.009,100], d[0.349,0.524], g[1.312]
Training on Epoch 7 =>: 31%|█████████████████▍ | 65/213 [00:19<00:43, 3.39it/s]
>65, c[0.023,100], d[0.205,0.363], g[1.606]
Training on Epoch 7 =>: 31%|█████████████████▋ | 66/213 [00:20<00:44, 3.29it/s]
>66, c[0.038,100], d[0.444,0.413], g[1.680]
Training on Epoch 7 =>: 31%|█████████████████▉ | 67/213 [00:20<00:45, 3.24it/s]
>67, c[0.000,100], d[1.286,0.213], g[1.327]
Training on Epoch 7 =>: 32%|██████████████████▏ | 68/213 [00:20<00:46, 3.14it/s]
>68, c[0.000,100], d[0.250,0.602], g[1.315]
Training on Epoch 7 =>: 32%|██████████████████▍ | 69/213 [00:21<00:46, 3.11it/s]
>69, c[0.000,100], d[0.704,0.392], g[1.390]
Training on Epoch 7 =>: 33%|██████████████████▋ | 70/213 [00:21<00:45, 3.14it/s]
>70, c[0.018,100], d[0.338,0.341], g[1.056]
Training on Epoch 7 =>: 33%|███████████████████ | 71/213 [00:21<00:44, 3.22it/s]
>71, c[0.000,100], d[0.343,0.482], g[1.458]
Training on Epoch 7 =>: 34%|███████████████████▎ | 72/213 [00:22<00:43, 3.21it/s]
>72, c[0.002,100], d[0.407,0.922], g[1.754]
Training on Epoch 7 =>: 34%|███████████████████▌ | 73/213 [00:22<00:43, 3.23it/s]
>73, c[0.008,100], d[0.399,0.434], g[1.679]
Training on Epoch 7 =>: 35%|███████████████████▊ | 74/213 [00:22<00:42, 3.28it/s]
>74, c[0.009,100], d[0.508,0.374], g[1.629]
Training on Epoch 7 =>: 35%|████████████████████ | 75/213 [00:23<00:41, 3.29it/s]
>75, c[0.001,100], d[0.553,0.200], g[1.366]
Training on Epoch 7 =>: 36%|████████████████████▎ | 76/213 [00:23<00:42, 3.26it/s]
>76, c[0.074,100], d[0.576,0.514], g[1.624]
Training on Epoch 7 =>: 36%|████████████████████▌ | 77/213 [00:23<00:41, 3.26it/s]
>77, c[0.005,100], d[0.049,0.580], g[1.606]
Training on Epoch 7 =>: 37%|████████████████████▊ | 78/213 [00:24<00:41, 3.27it/s]
>78, c[0.002,100], d[0.994,0.321], g[1.308]
Training on Epoch 7 =>: 37%|█████████████████████▏ | 79/213 [00:24<00:42, 3.12it/s]
>79, c[0.002,100], d[0.516,0.558], g[1.100]
Training on Epoch 7 =>: 38%|█████████████████████▍ | 80/213 [00:24<00:42, 3.15it/s]
>80, c[0.034,100], d[0.691,0.620], g[1.512]
Training on Epoch 7 =>: 38%|█████████████████████▋ | 81/213 [00:24<00:41, 3.18it/s]
>81, c[0.000,100], d[0.715,0.656], g[0.760]
Training on Epoch 7 =>: 38%|█████████████████████▉ | 82/213 [00:25<00:41, 3.14it/s]
>82, c[0.009,100], d[0.368,0.745], g[1.218]
Training on Epoch 7 =>: 39%|██████████████████████▏ | 83/213 [00:25<00:41, 3.11it/s]
>83, c[0.004,100], d[0.374,0.446], g[1.781]
Training on Epoch 7 =>: 39%|██████████████████████▍ | 84/213 [00:25<00:42, 3.05it/s]
>84, c[0.000,100], d[0.559,0.286], g[2.786]
Training on Epoch 7 =>: 40%|██████████████████████▋ | 85/213 [00:26<00:41, 3.08it/s]
>85, c[0.000,100], d[0.458,0.337], g[1.110]
Training on Epoch 7 =>: 40%|███████████████████████ | 86/213 [00:27<00:59, 2.14it/s]
>86, c[0.001,100], d[0.121,0.377], g[1.390]
Training on Epoch 7 =>: 41%|███████████████████████▎ | 87/213 [00:27<01:13, 1.70it/s]
>87, c[0.006,100], d[1.144,0.424], g[1.373]
Training on Epoch 7 =>: 41%|███████████████████████▌ | 88/213 [00:28<01:22, 1.51it/s]
>88, c[0.008,100], d[0.859,0.887], g[1.407]
Training on Epoch 7 =>: 42%|███████████████████████▊ | 89/213 [00:29<01:13, 1.68it/s]
>89, c[0.001,100], d[0.819,0.789], g[1.362]
Training on Epoch 7 =>: 42%|████████████████████████ | 90/213 [00:29<01:02, 1.98it/s]
>90, c[0.026,100], d[0.585,0.322], g[1.505]
Training on Epoch 7 =>: 43%|████████████████████████▎ | 91/213 [00:29<00:53, 2.27it/s]
>91, c[0.003,100], d[0.705,0.461], g[1.341]
Training on Epoch 7 =>: 43%|████████████████████████▌ | 92/213 [00:30<00:48, 2.52it/s]
>92, c[0.008,100], d[0.259,0.302], g[1.616]
Training on Epoch 7 =>: 44%|████████████████████████▉ | 93/213 [00:30<00:43, 2.75it/s]
>93, c[0.000,100], d[0.230,0.300], g[1.580]
Training on Epoch 7 =>: 44%|█████████████████████████▏ | 94/213 [00:30<00:40, 2.91it/s]
>94, c[0.019,100], d[0.028,0.345], g[2.386]
Training on Epoch 7 =>: 45%|█████████████████████████▍ | 95/213 [00:31<00:39, 3.00it/s]
>95, c[0.000,100], d[0.885,0.424], g[1.318]
Training on Epoch 7 =>: 45%|█████████████████████████▋ | 96/213 [00:31<00:37, 3.08it/s]
>96, c[0.040,100], d[1.001,0.919], g[1.109]
Training on Epoch 7 =>: 46%|█████████████████████████▉ | 97/213 [00:31<00:37, 3.12it/s]
>97, c[0.001,100], d[0.521,0.899], g[1.771]
Training on Epoch 7 =>: 46%|██████████████████████████▏ | 98/213 [00:31<00:37, 3.03it/s]
>98, c[0.001,100], d[0.894,2.843], g[2.482]
Training on Epoch 7 =>: 46%|██████████████████████████▍ | 99/213 [00:32<00:36, 3.10it/s]
>99, c[0.001,100], d[1.303,0.560], g[2.153]
Training on Epoch 7 =>: 47%|██████████████████████████▎ | 100/213 [00:32<00:36, 3.13it/s]
>100, c[0.026,100], d[0.546,1.337], g[1.409]
Training on Epoch 7 =>: 47%|██████████████████████████▌ | 101/213 [00:32<00:34, 3.23it/s]
>101, c[0.003,100], d[0.392,0.432], g[1.991]
Training on Epoch 7 =>: 48%|██████████████████████████▊ | 102/213 [00:33<00:34, 3.25it/s]
>102, c[0.042,100], d[0.643,0.287], g[1.346]
Training on Epoch 7 =>: 48%|███████████████████████████ | 103/213 [00:33<00:33, 3.26it/s]
>103, c[0.002,100], d[0.821,0.518], g[1.645]
Training on Epoch 7 =>: 49%|███████████████████████████▎ | 104/213 [00:33<00:33, 3.25it/s]
>104, c[0.033,100], d[0.213,0.225], g[1.755]
Training on Epoch 7 =>: 49%|███████████████████████████▌ | 105/213 [00:34<00:32, 3.27it/s]
>105, c[0.005,100], d[0.882,0.405], g[1.808]
Training on Epoch 7 =>: 50%|███████████████████████████▊ | 106/213 [00:34<00:32, 3.30it/s]
>106, c[0.005,100], d[0.131,0.261], g[1.857]
Training on Epoch 7 =>: 50%|████████████████████████████▏ | 107/213 [00:34<00:32, 3.31it/s]
>107, c[0.009,100], d[0.634,0.290], g[1.615]
Training on Epoch 7 =>: 51%|████████████████████████████▍ | 108/213 [00:35<00:31, 3.30it/s]
>108, c[0.005,100], d[0.467,0.374], g[1.351]
Training on Epoch 7 =>: 51%|████████████████████████████▋ | 109/213 [00:35<00:31, 3.33it/s]
>109, c[0.009,100], d[0.203,0.271], g[1.794]
Training on Epoch 7 =>: 52%|████████████████████████████▉ | 110/213 [00:35<00:31, 3.26it/s]
>110, c[0.000,100], d[0.863,0.309], g[1.554]
Training on Epoch 7 =>: 52%|█████████████████████████████▏ | 111/213 [00:35<00:31, 3.25it/s]
>111, c[0.088,100], d[0.660,0.308], g[1.426]
Training on Epoch 7 =>: 53%|█████████████████████████████▍ | 112/213 [00:36<00:31, 3.24it/s]
>112, c[0.001,100], d[0.427,0.464], g[1.205]
Training on Epoch 7 =>: 53%|█████████████████████████████▋ | 113/213 [00:36<00:31, 3.21it/s]
>113, c[0.004,100], d[0.161,0.455], g[1.270]
Training on Epoch 7 =>: 54%|█████████████████████████████▉ | 114/213 [00:36<00:31, 3.12it/s]
>114, c[0.008,100], d[0.586,0.395], g[1.185]
Training on Epoch 7 =>: 54%|██████████████████████████████▏ | 115/213 [00:37<00:32, 2.98it/s]
>115, c[0.002,100], d[0.313,0.557], g[1.668]
Training on Epoch 7 =>: 54%|██████████████████████████████▍ | 116/213 [00:37<00:33, 2.89it/s]
>116, c[0.000,100], d[0.685,0.295], g[1.800]
Training on Epoch 7 =>: 55%|██████████████████████████████▊ | 117/213 [00:37<00:33, 2.87it/s]
>117, c[0.179,100], d[0.417,0.426], g[1.638]
Training on Epoch 7 =>: 55%|███████████████████████████████ | 118/213 [00:38<00:34, 2.78it/s]
>118, c[0.002,100], d[0.706,1.121], g[1.798]
Training on Epoch 7 =>: 56%|███████████████████████████████▎ | 119/213 [00:39<00:43, 2.15it/s]
>119, c[0.204,83], d[0.705,0.868], g[1.200]
Training on Epoch 7 =>: 56%|███████████████████████████████▌ | 120/213 [00:39<00:44, 2.08it/s]
>120, c[0.068,100], d[0.684,0.725], g[0.976]
Training on Epoch 7 =>: 57%|███████████████████████████████▊ | 121/213 [00:40<00:49, 1.86it/s]
>121, c[0.075,100], d[0.453,1.396], g[1.099]
Training on Epoch 7 =>: 57%|████████████████████████████████ | 122/213 [00:40<00:45, 1.99it/s]
>122, c[0.054,100], d[0.425,0.501], g[1.049]
Training on Epoch 7 =>: 58%|████████████████████████████████▎ | 123/213 [00:41<00:42, 2.11it/s]
>123, c[0.005,100], d[0.463,0.354], g[1.325]
Training on Epoch 7 =>: 58%|████████████████████████████████▌ | 124/213 [00:41<00:40, 2.19it/s]
>124, c[0.013,100], d[0.847,0.656], g[1.156]
Training on Epoch 7 =>: 59%|████████████████████████████████▊ | 125/213 [00:42<00:44, 1.97it/s]
>125, c[0.091,100], d[0.312,1.062], g[1.532]
Training on Epoch 7 =>: 59%|█████████████████████████████████▏ | 126/213 [00:42<00:42, 2.06it/s]
>126, c[0.050,100], d[0.988,0.379], g[1.303]
Training on Epoch 7 =>: 60%|█████████████████████████████████▍ | 127/213 [00:43<00:43, 2.00it/s]
>127, c[0.001,100], d[0.424,0.348], g[1.272]
Training on Epoch 7 =>: 60%|█████████████████████████████████▋ | 128/213 [00:43<00:39, 2.17it/s]
>128, c[0.000,100], d[0.200,0.289], g[1.041]
Training on Epoch 7 =>: 61%|█████████████████████████████████▉ | 129/213 [00:44<00:44, 1.89it/s]
>129, c[0.001,100], d[0.184,0.866], g[1.681]
Training on Epoch 7 =>: 61%|██████████████████████████████████▏ | 130/213 [00:44<00:41, 2.02it/s]
>130, c[0.002,100], d[0.234,0.584], g[1.630]
Training on Epoch 7 =>: 62%|██████████████████████████████████▍ | 131/213 [00:45<00:38, 2.13it/s]
>131, c[0.000,100], d[0.546,0.259], g[1.274]
Training on Epoch 7 =>: 62%|██████████████████████████████████▋ | 132/213 [00:45<00:37, 2.19it/s]
>132, c[0.012,100], d[0.464,0.283], g[1.442]
Training on Epoch 7 =>: 62%|██████████████████████████████████▉ | 133/213 [00:46<00:39, 2.04it/s]
>133, c[0.004,100], d[0.094,0.209], g[1.502]
Training on Epoch 7 =>: 63%|███████████████████████████████████▏ | 134/213 [00:46<00:36, 2.15it/s]
>134, c[0.000,100], d[0.873,0.548], g[2.174]
Training on Epoch 7 =>: 63%|███████████████████████████████████▍ | 135/213 [00:46<00:34, 2.29it/s]
>135, c[0.002,100], d[0.132,0.247], g[1.489]
Training on Epoch 7 =>: 64%|███████████████████████████████████▊ | 136/213 [00:47<00:32, 2.39it/s]
>136, c[0.000,100], d[0.958,0.289], g[1.522]
Training on Epoch 7 =>: 64%|████████████████████████████████████ | 137/213 [00:47<00:31, 2.45it/s]
>137, c[0.027,100], d[0.525,0.493], g[1.333]
Training on Epoch 7 =>: 65%|████████████████████████████████████▎ | 138/213 [00:47<00:30, 2.44it/s]
>138, c[0.005,100], d[0.765,1.111], g[0.957]
Training on Epoch 7 =>: 65%|████████████████████████████████████▌ | 139/213 [00:48<00:29, 2.51it/s]
>139, c[0.000,100], d[0.345,1.189], g[1.516]
Training on Epoch 7 =>: 66%|████████████████████████████████████▊ | 140/213 [00:48<00:29, 2.51it/s]
>140, c[0.008,100], d[0.360,0.385], g[1.793]
Training on Epoch 7 =>: 66%|█████████████████████████████████████ | 141/213 [00:49<00:28, 2.54it/s]
>141, c[0.004,100], d[0.564,0.311], g[1.399]
Training on Epoch 7 =>: 67%|█████████████████████████████████████▎ | 142/213 [00:49<00:27, 2.55it/s]
>142, c[0.010,100], d[0.491,0.382], g[1.923]
Training on Epoch 7 =>: 67%|█████████████████████████████████████▌ | 143/213 [00:49<00:27, 2.55it/s]
>143, c[0.010,100], d[0.723,0.301], g[1.045]
Training on Epoch 7 =>: 68%|█████████████████████████████████████▊ | 144/213 [00:50<00:26, 2.58it/s]
>144, c[0.003,100], d[0.308,0.653], g[1.398]
Training on Epoch 7 =>: 68%|██████████████████████████████████████ | 145/213 [00:50<00:26, 2.59it/s]
>145, c[0.009,100], d[0.180,0.623], g[1.765]
Training on Epoch 7 =>: 69%|██████████████████████████████████████▍ | 146/213 [00:51<00:25, 2.58it/s]
>146, c[0.017,100], d[0.249,1.518], g[1.770]
Training on Epoch 7 =>: 69%|██████████████████████████████████████▋ | 147/213 [00:51<00:25, 2.60it/s]
>147, c[0.101,100], d[0.504,0.378], g[1.467]
Training on Epoch 7 =>: 69%|██████████████████████████████████████▉ | 148/213 [00:51<00:24, 2.63it/s]
>148, c[0.005,100], d[0.837,0.943], g[1.805]
Training on Epoch 7 =>: 70%|███████████████████████████████████████▏ | 149/213 [00:52<00:24, 2.59it/s]
>149, c[0.000,100], d[0.356,0.260], g[2.076]
Training on Epoch 7 =>: 70%|███████████████████████████████████████▍ | 150/213 [00:52<00:24, 2.57it/s]
>150, c[0.002,100], d[0.628,1.032], g[0.636]
Training on Epoch 7 =>: 71%|███████████████████████████████████████▋ | 151/213 [00:52<00:23, 2.59it/s]
>151, c[0.003,100], d[0.629,0.977], g[0.879]
Training on Epoch 7 =>: 71%|███████████████████████████████████████▉ | 152/213 [00:53<00:23, 2.60it/s]
>152, c[0.000,100], d[0.944,0.450], g[1.278]
Training on Epoch 7 =>: 72%|████████████████████████████████████████▏ | 153/213 [00:53<00:23, 2.58it/s]
>153, c[0.001,100], d[0.392,2.372], g[0.466]
Training on Epoch 7 =>: 72%|████████████████████████████████████████▍ | 154/213 [00:54<00:22, 2.60it/s]
>154, c[0.005,100], d[0.841,0.699], g[1.528]
Training on Epoch 7 =>: 73%|████████████████████████████████████████▊ | 155/213 [00:54<00:25, 2.31it/s]
>155, c[0.016,100], d[1.204,0.664], g[2.228]
Training on Epoch 7 =>: 73%|█████████████████████████████████████████ | 156/213 [00:55<00:23, 2.45it/s]
>156, c[0.011,100], d[0.556,0.996], g[0.864]
Training on Epoch 7 =>: 74%|█████████████████████████████████████████▎ | 157/213 [00:55<00:21, 2.56it/s]
>157, c[0.003,100], d[0.362,0.540], g[1.321]
Training on Epoch 7 =>: 74%|█████████████████████████████████████████▌ | 158/213 [00:55<00:20, 2.65it/s]
>158, c[0.026,100], d[0.645,0.460], g[2.100]
Training on Epoch 7 =>: 75%|█████████████████████████████████████████▊ | 159/213 [00:56<00:20, 2.67it/s]
>159, c[0.036,100], d[0.521,0.293], g[1.001]
Training on Epoch 7 =>: 75%|██████████████████████████████████████████ | 160/213 [00:56<00:19, 2.67it/s]
>160, c[0.048,100], d[0.911,0.504], g[1.357]
Training on Epoch 7 =>: 76%|██████████████████████████████████████████▎ | 161/213 [00:56<00:19, 2.65it/s]
>161, c[0.011,100], d[0.238,1.822], g[1.236]
Training on Epoch 7 =>: 76%|██████████████████████████████████████████▌ | 162/213 [00:57<00:19, 2.60it/s]
>162, c[0.007,100], d[0.607,0.568], g[2.148]
Training on Epoch 7 =>: 77%|██████████████████████████████████████████▊ | 163/213 [00:57<00:22, 2.20it/s]
>163, c[0.031,100], d[0.336,0.269], g[1.449]
Training on Epoch 7 =>: 77%|███████████████████████████████████████████ | 164/213 [00:58<00:21, 2.30it/s]
>164, c[0.001,100], d[0.531,0.375], g[1.261]
Training on Epoch 7 =>: 77%|███████████████████████████████████████████▍ | 165/213 [00:58<00:20, 2.37it/s]
>165, c[0.002,100], d[0.386,0.372], g[1.451]
Training on Epoch 7 =>: 78%|███████████████████████████████████████████▋ | 166/213 [00:59<00:19, 2.44it/s]
>166, c[0.005,100], d[0.780,0.377], g[1.154]
Training on Epoch 7 =>: 78%|███████████████████████████████████████████▉ | 167/213 [00:59<00:18, 2.47it/s]
>167, c[0.000,100], d[0.797,0.462], g[1.373]
Training on Epoch 7 =>: 79%|████████████████████████████████████████████▏ | 168/213 [00:59<00:17, 2.57it/s]
>168, c[0.093,100], d[0.339,0.400], g[1.429]
Training on Epoch 7 =>: 79%|████████████████████████████████████████████▍ | 169/213 [01:00<00:16, 2.59it/s]
>169, c[0.004,100], d[0.728,0.476], g[1.256]
Training on Epoch 7 =>: 80%|████████████████████████████████████████████▋ | 170/213 [01:00<00:16, 2.65it/s]
>170, c[0.027,100], d[0.161,0.341], g[1.405]
Training on Epoch 7 =>: 80%|████████████████████████████████████████████▉ | 171/213 [01:00<00:15, 2.68it/s]
>171, c[0.007,100], d[0.190,0.345], g[1.715]
Training on Epoch 7 =>: 81%|█████████████████████████████████████████████▏ | 172/213 [01:01<00:15, 2.72it/s]
>172, c[0.006,100], d[0.229,0.210], g[1.709]
Training on Epoch 7 =>: 81%|█████████████████████████████████████████████▍ | 173/213 [01:01<00:14, 2.74it/s]
>173, c[0.000,100], d[0.111,0.176], g[2.038]
Training on Epoch 7 =>: 82%|█████████████████████████████████████████████▋ | 174/213 [01:01<00:14, 2.72it/s]
>174, c[0.038,100], d[0.461,0.166], g[1.936]
Training on Epoch 7 =>: 82%|██████████████████████████████████████████████ | 175/213 [01:02<00:13, 2.73it/s]
>175, c[0.012,100], d[0.172,0.630], g[1.627]
Training on Epoch 7 =>: 83%|██████████████████████████████████████████████▎ | 176/213 [01:02<00:13, 2.71it/s]
>176, c[0.001,100], d[0.515,0.378], g[1.882]
Training on Epoch 7 =>: 83%|██████████████████████████████████████████████▌ | 177/213 [01:03<00:13, 2.68it/s]
>177, c[0.019,100], d[1.226,0.311], g[1.742]
Training on Epoch 7 =>: 84%|██████████████████████████████████████████████▊ | 178/213 [01:03<00:13, 2.66it/s]
>178, c[0.018,100], d[0.245,0.457], g[2.345]
Training on Epoch 7 =>: 84%|███████████████████████████████████████████████ | 179/213 [01:04<00:15, 2.26it/s]
>179, c[0.001,100], d[0.528,0.776], g[1.472]
Training on Epoch 7 =>: 85%|███████████████████████████████████████████████▎ | 180/213 [01:04<00:14, 2.30it/s]
>180, c[0.005,100], d[0.684,0.548], g[1.659]
Training on Epoch 7 =>: 85%|███████████████████████████████████████████████▌ | 181/213 [01:05<00:15, 2.09it/s]
>181, c[0.001,100], d[1.229,0.464], g[1.315]
Training on Epoch 7 =>: 85%|███████████████████████████████████████████████▊ | 182/213 [01:05<00:14, 2.21it/s]
>182, c[0.001,100], d[0.382,0.478], g[1.400]
Training on Epoch 7 =>: 86%|████████████████████████████████████████████████ | 183/213 [01:05<00:12, 2.33it/s]
>183, c[0.004,100], d[0.466,0.749], g[0.815]
Training on Epoch 7 =>: 86%|████████████████████████████████████████████████▍ | 184/213 [01:06<00:12, 2.38it/s]
>184, c[0.041,100], d[0.344,0.278], g[1.250]
Training on Epoch 7 =>: 87%|████████████████████████████████████████████████▋ | 185/213 [01:06<00:13, 2.00it/s]
>185, c[0.001,100], d[0.370,0.704], g[1.459]
Training on Epoch 7 =>: 87%|████████████████████████████████████████████████▉ | 186/213 [01:07<00:12, 2.13it/s]
>186, c[0.014,100], d[0.342,0.267], g[1.897]
Training on Epoch 7 =>: 88%|█████████████████████████████████████████████████▏ | 187/213 [01:07<00:11, 2.20it/s]
>187, c[0.003,100], d[0.590,0.298], g[1.556]
Training on Epoch 7 =>: 88%|█████████████████████████████████████████████████▍ | 188/213 [01:08<00:11, 2.11it/s]
>188, c[0.002,100], d[0.603,0.380], g[2.001]
Training on Epoch 7 =>: 89%|█████████████████████████████████████████████████▋ | 189/213 [01:08<00:11, 2.06it/s]
>189, c[0.000,100], d[0.415,0.318], g[1.375]
Training on Epoch 7 =>: 89%|█████████████████████████████████████████████████▉ | 190/213 [01:09<00:10, 2.21it/s]
>190, c[0.003,100], d[0.403,0.209], g[1.604]
Training on Epoch 7 =>: 90%|██████████████████████████████████████████████████▏ | 191/213 [01:09<00:09, 2.31it/s]
>191, c[0.000,100], d[0.531,0.224], g[1.274]
Training on Epoch 7 =>: 90%|██████████████████████████████████████████████████▍ | 192/213 [01:09<00:08, 2.39it/s]
>192, c[0.016,100], d[0.475,0.475], g[0.884]
Training on Epoch 7 =>: 91%|██████████████████████████████████████████████████▋ | 193/213 [01:10<00:08, 2.42it/s]
>193, c[0.015,100], d[0.384,0.411], g[1.316]
Training on Epoch 7 =>: 91%|███████████████████████████████████████████████████ | 194/213 [01:10<00:07, 2.48it/s]
>194, c[0.016,100], d[0.235,0.982], g[1.207]
Training on Epoch 7 =>: 92%|███████████████████████████████████████████████████▎ | 195/213 [01:11<00:07, 2.44it/s]
>195, c[0.001,100], d[0.396,0.434], g[1.733]
Training on Epoch 7 =>: 92%|███████████████████████████████████████████████████▌ | 196/213 [01:11<00:06, 2.51it/s]
>196, c[0.012,100], d[0.349,0.156], g[1.423]
Training on Epoch 7 =>: 92%|███████████████████████████████████████████████████▊ | 197/213 [01:11<00:06, 2.56it/s]
>197, c[0.007,100], d[0.171,0.706], g[1.673]
Training on Epoch 7 =>: 93%|████████████████████████████████████████████████████ | 198/213 [01:12<00:05, 2.55it/s]
>198, c[0.010,100], d[0.935,0.520], g[1.781]
Training on Epoch 7 =>: 93%|████████████████████████████████████████████████████▎ | 199/213 [01:12<00:05, 2.59it/s]
>199, c[0.072,100], d[1.173,0.512], g[1.121]
Training on Epoch 7 =>: 94%|████████████████████████████████████████████████████▌ | 200/213 [01:13<00:05, 2.58it/s]
>200, c[0.003,100], d[1.044,0.692], g[0.871]
Training on Epoch 7 =>: 94%|████████████████████████████████████████████████████▊ | 201/213 [01:13<00:04, 2.60it/s]
>201, c[0.035,100], d[0.224,0.987], g[1.455]
Training on Epoch 7 =>: 95%|█████████████████████████████████████████████████████ | 202/213 [01:13<00:04, 2.60it/s]
>202, c[0.002,100], d[0.096,0.921], g[1.901]
Training on Epoch 7 =>: 95%|█████████████████████████████████████████████████████▎ | 203/213 [01:14<00:03, 2.54it/s]
>203, c[0.003,100], d[0.700,0.881], g[0.922]
Training on Epoch 7 =>: 96%|█████████████████████████████████████████████████████▋ | 204/213 [01:14<00:04, 2.23it/s]
>204, c[0.010,100], d[0.756,0.824], g[0.834]
Training on Epoch 7 =>: 96%|█████████████████████████████████████████████████████▉ | 205/213 [01:15<00:03, 2.31it/s]
>205, c[0.155,83], d[0.891,0.484], g[0.873]
Training on Epoch 7 =>: 97%|██████████████████████████████████████████████████████▏ | 206/213 [01:15<00:03, 2.06it/s]
>206, c[0.010,100], d[0.296,0.354], g[0.843]
Training on Epoch 7 =>: 97%|██████████████████████████████████████████████████████▍ | 207/213 [01:16<00:02, 2.21it/s]
>207, c[0.003,100], d[0.310,0.726], g[1.716]
Training on Epoch 7 =>: 98%|██████████████████████████████████████████████████████▋ | 208/213 [01:16<00:02, 2.29it/s]
>208, c[0.354,83], d[0.731,0.805], g[1.345]
Training on Epoch 7 =>: 98%|██████████████████████████████████████████████████████▉ | 209/213 [01:16<00:01, 2.35it/s]
>209, c[0.003,100], d[0.272,0.582], g[1.772]
Training on Epoch 7 =>: 99%|███████████████████████████████████████████████████████▏| 210/213 [01:18<00:02, 1.42it/s]
>210, c[0.006,100], d[0.642,0.604], g[1.236]
Training on Epoch 7 =>: 99%|███████████████████████████████████████████████████████▍| 211/213 [01:18<00:01, 1.56it/s]
>211, c[0.010,100], d[0.783,0.910], g[1.572]
Training on Epoch 7 =>: 100%|███████████████████████████████████████████████████████▋| 212/213 [01:19<00:00, 1.78it/s]
>212, c[0.003,100], d[0.840,0.611], g[1.177]
Training on Epoch 7 =>: 100%|████████████████████████████████████████████████████████| 213/213 [01:19<00:00, 2.68it/s]
>213, c[0.008,100], d[0.597,0.636], g[1.230]
EPOCHS =>: 14%|██████████ | 7/50 [08:17<52:43, 73.57s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 8 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 8 =>: 0%|▎ | 1/213 [00:00<01:19, 2.68it/s]
>1, c[0.006,100], d[0.523,0.497], g[1.243]
Training on Epoch 8 =>: 1%|▌ | 2/213 [00:00<01:35, 2.21it/s]
>2, c[0.057,100], d[0.515,1.146], g[1.222]
Training on Epoch 8 =>: 1%|▊ | 3/213 [00:01<01:27, 2.39it/s]
>3, c[0.012,100], d[0.690,0.787], g[1.536]
Training on Epoch 8 =>: 2%|█ | 4/213 [00:01<01:23, 2.50it/s]
>4, c[0.000,100], d[0.237,0.381], g[1.854]
Training on Epoch 8 =>: 2%|█▎ | 5/213 [00:02<01:22, 2.51it/s]
>5, c[0.162,83], d[0.629,0.511], g[1.468]
Training on Epoch 8 =>: 3%|█▋ | 6/213 [00:02<01:22, 2.52it/s]
>6, c[0.005,100], d[0.542,0.432], g[1.095]
Training on Epoch 8 =>: 3%|█▉ | 7/213 [00:02<01:21, 2.54it/s]
>7, c[0.008,100], d[0.421,0.464], g[1.529]
Training on Epoch 8 =>: 4%|██▏ | 8/213 [00:03<01:21, 2.52it/s]
>8, c[0.026,100], d[0.096,0.354], g[1.785]
Training on Epoch 8 =>: 4%|██▍ | 9/213 [00:03<01:38, 2.07it/s]
>9, c[0.012,100], d[0.695,0.311], g[1.750]
Training on Epoch 8 =>: 5%|██▋ | 10/213 [00:04<01:32, 2.20it/s]
>10, c[0.001,100], d[0.437,0.503], g[1.253]
Training on Epoch 8 =>: 5%|██▉ | 11/213 [00:04<01:26, 2.35it/s]
>11, c[0.020,100], d[0.240,0.289], g[1.686]
Training on Epoch 8 =>: 6%|███▏ | 12/213 [00:05<01:36, 2.08it/s]
>12, c[0.002,100], d[0.105,0.200], g[2.072]
Training on Epoch 8 =>: 6%|███▍ | 13/213 [00:05<01:29, 2.24it/s]
>13, c[0.000,100], d[0.880,0.509], g[1.628]
Training on Epoch 8 =>: 7%|███▋ | 14/213 [00:06<01:26, 2.30it/s]
>14, c[0.001,100], d[0.784,0.457], g[1.542]
Training on Epoch 8 =>: 7%|████ | 15/213 [00:06<01:24, 2.36it/s]
>15, c[0.000,100], d[0.523,0.446], g[1.489]
Training on Epoch 8 =>: 8%|████▎ | 16/213 [00:06<01:22, 2.40it/s]
>16, c[0.001,100], d[0.597,0.332], g[1.875]
Training on Epoch 8 =>: 8%|████▌ | 17/213 [00:07<01:21, 2.41it/s]
>17, c[0.099,100], d[1.023,0.527], g[1.201]
Training on Epoch 8 =>: 8%|████▊ | 18/213 [00:07<01:20, 2.43it/s]
>18, c[0.001,100], d[0.687,0.704], g[1.158]
Training on Epoch 8 =>: 9%|█████ | 19/213 [00:08<01:19, 2.45it/s]
>19, c[0.014,100], d[0.594,0.438], g[1.083]
Training on Epoch 8 =>: 9%|█████▎ | 20/213 [00:08<01:19, 2.43it/s]
>20, c[0.002,100], d[0.768,0.406], g[1.281]
Training on Epoch 8 =>: 10%|█████▌ | 21/213 [00:08<01:18, 2.45it/s]
>21, c[0.001,100], d[0.576,0.540], g[1.145]
Training on Epoch 8 =>: 10%|█████▉ | 22/213 [00:09<01:17, 2.46it/s]
>22, c[0.016,100], d[0.647,0.440], g[1.759]
Training on Epoch 8 =>: 11%|██████▏ | 23/213 [00:09<01:16, 2.50it/s]
>23, c[0.002,100], d[0.317,0.361], g[1.338]
Training on Epoch 8 =>: 11%|██████▍ | 24/213 [00:10<01:15, 2.50it/s]
>24, c[0.002,100], d[0.668,0.486], g[1.155]
Training on Epoch 8 =>: 12%|██████▋ | 25/213 [00:10<01:14, 2.53it/s]
>25, c[0.000,100], d[0.741,0.487], g[1.354]
Training on Epoch 8 =>: 12%|██████▉ | 26/213 [00:10<01:14, 2.50it/s]
>26, c[0.002,100], d[0.540,0.439], g[1.249]
Training on Epoch 8 =>: 13%|███████▏ | 27/213 [00:11<01:14, 2.49it/s]
>27, c[0.001,100], d[0.185,0.455], g[1.508]
Training on Epoch 8 =>: 13%|███████▍ | 28/213 [00:11<01:14, 2.49it/s]
>28, c[0.001,100], d[0.973,0.425], g[0.962]
Training on Epoch 8 =>: 14%|███████▊ | 29/213 [00:12<01:14, 2.48it/s]
>29, c[0.012,100], d[0.366,0.356], g[1.397]
Training on Epoch 8 =>: 14%|████████ | 30/213 [00:12<01:13, 2.49it/s]
>30, c[0.009,100], d[0.303,0.372], g[1.380]
Training on Epoch 8 =>: 15%|████████▎ | 31/213 [00:12<01:11, 2.54it/s]
>31, c[0.015,100], d[0.129,1.218], g[1.706]
Training on Epoch 8 =>: 15%|████████▌ | 32/213 [00:13<01:23, 2.16it/s]
>32, c[0.022,100], d[1.144,0.316], g[1.772]
Training on Epoch 8 =>: 15%|████████▊ | 33/213 [00:13<01:26, 2.08it/s]
>33, c[0.012,100], d[0.357,0.315], g[1.334]
Training on Epoch 8 =>: 16%|█████████ | 34/213 [00:14<01:22, 2.16it/s]
>34, c[0.046,100], d[0.724,0.596], g[1.320]
Training on Epoch 8 =>: 16%|█████████▎ | 35/213 [00:14<01:18, 2.27it/s]
>35, c[0.001,100], d[0.367,0.373], g[1.425]
Training on Epoch 8 =>: 17%|█████████▋ | 36/213 [00:15<01:22, 2.15it/s]
>36, c[0.070,100], d[0.423,0.586], g[1.354]
Training on Epoch 8 =>: 17%|█████████▉ | 37/213 [00:15<01:17, 2.27it/s]
>37, c[0.000,100], d[0.244,0.524], g[1.539]
Training on Epoch 8 =>: 18%|██████████▏ | 38/213 [00:16<01:14, 2.33it/s]
>38, c[0.004,100], d[0.187,0.345], g[1.899]
Training on Epoch 8 =>: 18%|██████████▍ | 39/213 [00:16<01:12, 2.40it/s]
>39, c[0.000,100], d[0.382,0.519], g[2.073]
Training on Epoch 8 =>: 19%|██████████▋ | 40/213 [00:16<01:10, 2.44it/s]
>40, c[0.131,83], d[0.271,0.407], g[2.178]
Training on Epoch 8 =>: 19%|██████████▉ | 41/213 [00:17<01:10, 2.45it/s]
>41, c[0.005,100], d[0.532,0.449], g[2.204]
Training on Epoch 8 =>: 20%|███████████▏ | 42/213 [00:17<01:09, 2.47it/s]
>42, c[0.001,100], d[0.801,0.279], g[2.112]
Training on Epoch 8 =>: 20%|███████████▌ | 43/213 [00:18<01:08, 2.48it/s]
>43, c[0.002,100], d[0.538,0.368], g[1.675]
Training on Epoch 8 =>: 21%|███████████▊ | 44/213 [00:18<01:07, 2.50it/s]
>44, c[0.001,100], d[0.317,0.322], g[1.797]
Training on Epoch 8 =>: 21%|████████████ | 45/213 [00:18<01:07, 2.50it/s]
>45, c[0.004,100], d[1.032,0.907], g[1.896]
Training on Epoch 8 =>: 22%|████████████▎ | 46/213 [00:19<01:06, 2.53it/s]
>46, c[0.021,100], d[0.743,0.713], g[1.299]
Training on Epoch 8 =>: 22%|████████████▌ | 47/213 [00:19<01:05, 2.54it/s]
>47, c[0.013,100], d[0.479,0.468], g[1.506]
Training on Epoch 8 =>: 23%|████████████▊ | 48/213 [00:20<01:06, 2.48it/s]
>48, c[0.011,100], d[0.518,0.965], g[1.297]
Training on Epoch 8 =>: 23%|█████████████ | 49/213 [00:20<01:06, 2.46it/s]
>49, c[0.003,100], d[0.287,0.377], g[1.765]
Training on Epoch 8 =>: 23%|█████████████▍ | 50/213 [00:21<01:12, 2.26it/s]
>50, c[0.001,100], d[0.864,0.699], g[1.883]
Training on Epoch 8 =>: 24%|█████████████▋ | 51/213 [00:21<01:08, 2.35it/s]
>51, c[0.006,100], d[0.390,0.436], g[1.152]
Training on Epoch 8 =>: 24%|█████████████▉ | 52/213 [00:21<01:06, 2.44it/s]
>52, c[0.000,100], d[0.045,0.386], g[1.973]
Training on Epoch 8 =>: 25%|██████████████▏ | 53/213 [00:22<01:06, 2.42it/s]
>53, c[0.003,100], d[0.668,0.222], g[1.166]
Training on Epoch 8 =>: 25%|██████████████▍ | 54/213 [00:22<01:05, 2.42it/s]
>54, c[0.018,100], d[0.599,1.427], g[1.379]
Training on Epoch 8 =>: 26%|██████████████▋ | 55/213 [00:23<01:13, 2.15it/s]
>55, c[0.001,100], d[0.542,0.444], g[1.077]
Training on Epoch 8 =>: 26%|██████████████▉ | 56/213 [00:23<01:10, 2.24it/s]
>56, c[0.599,83], d[0.301,0.219], g[1.817]
Training on Epoch 8 =>: 27%|███████████████▎ | 57/213 [00:23<01:07, 2.30it/s]
>57, c[0.000,100], d[0.471,0.614], g[1.385]
Training on Epoch 8 =>: 27%|███████████████▌ | 58/213 [00:24<01:05, 2.37it/s]
>58, c[0.000,100], d[0.815,0.469], g[1.423]
Training on Epoch 8 =>: 28%|███████████████▊ | 59/213 [00:24<01:03, 2.41it/s]
>59, c[0.037,100], d[0.225,0.879], g[1.957]
Training on Epoch 8 =>: 28%|████████████████ | 60/213 [00:25<01:10, 2.16it/s]
>60, c[0.000,100], d[1.233,0.291], g[1.412]
Training on Epoch 8 =>: 29%|████████████████▎ | 61/213 [00:25<01:07, 2.26it/s]
>61, c[0.006,100], d[0.534,0.545], g[1.207]
Training on Epoch 8 =>: 29%|████████████████▌ | 62/213 [00:26<01:06, 2.27it/s]
>62, c[0.050,100], d[0.787,0.245], g[1.294]
Training on Epoch 8 =>: 30%|████████████████▊ | 63/213 [00:26<01:05, 2.30it/s]
>63, c[0.014,100], d[0.189,0.976], g[1.467]
Training on Epoch 8 =>: 30%|█████████████████▏ | 64/213 [00:27<01:04, 2.33it/s]
>64, c[0.010,100], d[0.686,1.827], g[1.685]
Training on Epoch 8 =>: 31%|█████████████████▍ | 65/213 [00:27<01:02, 2.35it/s]
>65, c[0.000,100], d[0.580,0.643], g[1.678]
Training on Epoch 8 =>: 31%|█████████████████▋ | 66/213 [00:27<01:01, 2.38it/s]
>66, c[0.000,100], d[0.709,0.238], g[1.516]
Training on Epoch 8 =>: 31%|█████████████████▉ | 67/213 [00:28<01:00, 2.41it/s]
>67, c[0.000,100], d[0.406,0.595], g[1.713]
Training on Epoch 8 =>: 32%|██████████████████▏ | 68/213 [00:28<00:58, 2.47it/s]
>68, c[0.004,100], d[0.083,0.375], g[1.398]
Training on Epoch 8 =>: 32%|██████████████████▍ | 69/213 [00:29<01:05, 2.19it/s]
>69, c[0.000,100], d[1.508,0.539], g[1.656]
Training on Epoch 8 =>: 33%|██████████████████▋ | 70/213 [00:29<01:02, 2.28it/s]
>70, c[0.014,100], d[0.668,0.405], g[1.309]
Training on Epoch 8 =>: 33%|███████████████████ | 71/213 [00:30<01:00, 2.34it/s]
>71, c[0.010,100], d[0.978,0.461], g[0.889]
Training on Epoch 8 =>: 34%|███████████████████▎ | 72/213 [00:30<00:58, 2.41it/s]
>72, c[0.017,100], d[0.434,0.963], g[0.915]
Training on Epoch 8 =>: 34%|███████████████████▌ | 73/213 [00:30<01:02, 2.26it/s]
>73, c[0.001,100], d[0.136,0.670], g[0.825]
Training on Epoch 8 =>: 35%|███████████████████▊ | 74/213 [00:31<00:59, 2.35it/s]
>74, c[0.006,100], d[0.246,1.189], g[1.810]
Training on Epoch 8 =>: 35%|████████████████████ | 75/213 [00:31<01:06, 2.09it/s]
>75, c[0.002,100], d[1.161,0.434], g[1.407]
Training on Epoch 8 =>: 36%|████████████████████▎ | 76/213 [00:32<01:01, 2.22it/s]
>76, c[0.021,100], d[1.021,0.627], g[1.149]
Training on Epoch 8 =>: 36%|████████████████████▌ | 77/213 [00:32<01:00, 2.27it/s]
>77, c[0.004,100], d[0.379,0.575], g[0.793]
Training on Epoch 8 =>: 37%|████████████████████▊ | 78/213 [00:33<00:57, 2.36it/s]
>78, c[0.002,100], d[0.451,0.533], g[1.345]
Training on Epoch 8 =>: 37%|█████████████████████▏ | 79/213 [00:33<00:55, 2.40it/s]
>79, c[0.001,100], d[0.336,0.550], g[1.069]
Training on Epoch 8 =>: 38%|█████████████████████▍ | 80/213 [00:33<00:54, 2.44it/s]
>80, c[0.044,100], d[0.213,0.548], g[1.616]
Training on Epoch 8 =>: 38%|█████████████████████▋ | 81/213 [00:34<00:58, 2.24it/s]
>81, c[0.000,100], d[0.147,0.282], g[1.908]
Training on Epoch 8 =>: 38%|█████████████████████▉ | 82/213 [00:34<00:56, 2.32it/s]
>82, c[0.005,100], d[1.196,0.262], g[1.635]
Training on Epoch 8 =>: 39%|██████████████████████▏ | 83/213 [00:35<00:54, 2.37it/s]
>83, c[0.042,100], d[0.779,0.324], g[1.307]
Training on Epoch 8 =>: 39%|██████████████████████▍ | 84/213 [00:35<00:52, 2.47it/s]
>84, c[0.004,100], d[0.666,0.524], g[1.159]
Training on Epoch 8 =>: 40%|██████████████████████▋ | 85/213 [00:35<00:51, 2.49it/s]
>85, c[0.037,100], d[0.313,0.316], g[1.288]
Training on Epoch 8 =>: 40%|███████████████████████ | 86/213 [00:36<00:50, 2.50it/s]
>86, c[0.004,100], d[0.364,0.393], g[1.084]
Training on Epoch 8 =>: 41%|███████████████████████▎ | 87/213 [00:36<00:50, 2.51it/s]
>87, c[0.001,100], d[0.172,0.342], g[1.711]
Training on Epoch 8 =>: 41%|███████████████████████▌ | 88/213 [00:37<00:50, 2.45it/s]
>88, c[0.003,100], d[0.553,0.530], g[1.616]
Training on Epoch 8 =>: 42%|███████████████████████▊ | 89/213 [00:37<00:50, 2.43it/s]
>89, c[0.000,100], d[0.548,0.464], g[1.058]
Training on Epoch 8 =>: 42%|████████████████████████ | 90/213 [00:38<00:59, 2.08it/s]
>90, c[0.000,100], d[0.491,0.291], g[1.035]
Training on Epoch 8 =>: 43%|████████████████████████▎ | 91/213 [00:38<00:55, 2.21it/s]
>91, c[0.003,100], d[0.598,0.662], g[1.143]
Training on Epoch 8 =>: 43%|████████████████████████▌ | 92/213 [00:39<00:53, 2.28it/s]
>92, c[0.000,100], d[0.879,0.479], g[1.305]
Training on Epoch 8 =>: 44%|████████████████████████▉ | 93/213 [00:39<00:51, 2.33it/s]
>93, c[0.000,100], d[0.659,1.227], g[1.350]
Training on Epoch 8 =>: 44%|█████████████████████████▏ | 94/213 [00:40<00:58, 2.03it/s]
>94, c[0.011,100], d[0.753,0.717], g[0.886]
Training on Epoch 8 =>: 45%|█████████████████████████▍ | 95/213 [00:40<00:59, 2.00it/s]
>95, c[0.032,100], d[0.560,0.558], g[1.557]
Training on Epoch 8 =>: 45%|█████████████████████████▋ | 96/213 [00:40<00:54, 2.15it/s]
>96, c[0.112,100], d[0.356,0.764], g[1.900]
Training on Epoch 8 =>: 46%|█████████████████████████▉ | 97/213 [00:41<00:52, 2.20it/s]
>97, c[0.042,100], d[0.393,0.288], g[1.374]
Training on Epoch 8 =>: 46%|██████████████████████████▏ | 98/213 [00:41<00:49, 2.31it/s]
>98, c[0.020,100], d[0.380,0.477], g[1.021]
Training on Epoch 8 =>: 46%|██████████████████████████▍ | 99/213 [00:42<00:48, 2.37it/s]
>99, c[0.011,100], d[0.452,0.447], g[1.326]
Training on Epoch 8 =>: 47%|██████████████████████████▎ | 100/213 [00:42<00:52, 2.14it/s]
>100, c[0.005,100], d[0.797,0.457], g[1.345]
Training on Epoch 8 =>: 47%|██████████████████████████▌ | 101/213 [00:43<00:50, 2.22it/s]
>101, c[0.006,100], d[0.527,0.357], g[1.357]
Training on Epoch 8 =>: 48%|██████████████████████████▊ | 102/213 [00:43<00:48, 2.28it/s]
>102, c[0.192,83], d[0.169,0.412], g[1.799]
Training on Epoch 8 =>: 48%|███████████████████████████ | 103/213 [00:44<00:51, 2.15it/s]
>103, c[0.001,100], d[0.866,0.327], g[1.575]
Training on Epoch 8 =>: 49%|███████████████████████████▎ | 104/213 [00:44<00:48, 2.24it/s]
>104, c[0.007,100], d[0.422,0.400], g[1.849]
Training on Epoch 8 =>: 49%|███████████████████████████▌ | 105/213 [00:44<00:46, 2.34it/s]
>105, c[0.121,83], d[0.681,0.222], g[1.250]
Training on Epoch 8 =>: 50%|███████████████████████████▊ | 106/213 [00:45<00:43, 2.46it/s]
>106, c[0.001,100], d[0.104,0.566], g[1.611]
Training on Epoch 8 =>: 50%|████████████████████████████▏ | 107/213 [00:45<00:42, 2.49it/s]
>107, c[0.001,100], d[0.259,0.225], g[2.153]
Training on Epoch 8 =>: 51%|████████████████████████████▍ | 108/213 [00:46<00:41, 2.54it/s]
>108, c[0.032,100], d[0.179,0.273], g[1.383]
Training on Epoch 8 =>: 51%|████████████████████████████▋ | 109/213 [00:46<00:41, 2.50it/s]
>109, c[0.000,100], d[0.508,0.583], g[1.511]
Training on Epoch 8 =>: 52%|████████████████████████████▉ | 110/213 [00:46<00:40, 2.52it/s]
>110, c[0.000,100], d[0.766,0.155], g[0.992]
Training on Epoch 8 =>: 52%|█████████████████████████████▏ | 111/213 [00:47<00:39, 2.57it/s]
>111, c[0.161,83], d[0.249,0.351], g[0.954]
Training on Epoch 8 =>: 53%|█████████████████████████████▍ | 112/213 [00:47<00:39, 2.55it/s]
>112, c[0.004,100], d[0.282,1.647], g[2.453]
Training on Epoch 8 =>: 53%|█████████████████████████████▋ | 113/213 [00:47<00:39, 2.55it/s]
>113, c[0.001,100], d[0.196,0.669], g[4.133]
Training on Epoch 8 =>: 54%|█████████████████████████████▉ | 114/213 [00:48<00:37, 2.61it/s]
>114, c[0.000,100], d[1.944,0.522], g[0.923]
Training on Epoch 8 =>: 54%|██████████████████████████████▏ | 115/213 [00:48<00:37, 2.59it/s]
>115, c[0.009,100], d[0.680,1.240], g[0.554]
Training on Epoch 8 =>: 54%|██████████████████████████████▍ | 116/213 [00:49<00:38, 2.54it/s]
>116, c[0.015,100], d[0.278,1.730], g[1.430]
Training on Epoch 8 =>: 55%|██████████████████████████████▊ | 117/213 [00:49<00:37, 2.53it/s]
>117, c[0.146,100], d[0.727,0.696], g[1.683]
Training on Epoch 8 =>: 55%|███████████████████████████████ | 118/213 [00:50<00:42, 2.21it/s]
>118, c[0.007,100], d[0.657,0.457], g[1.448]
Training on Epoch 8 =>: 56%|███████████████████████████████▎ | 119/213 [00:50<00:40, 2.30it/s]
>119, c[0.002,100], d[0.346,0.320], g[1.474]
Training on Epoch 8 =>: 56%|███████████████████████████████▌ | 120/213 [00:51<00:45, 2.06it/s]
>120, c[0.016,100], d[0.446,0.367], g[1.438]
Training on Epoch 8 =>: 57%|███████████████████████████████▊ | 121/213 [00:51<00:42, 2.15it/s]
>121, c[0.012,100], d[0.305,0.277], g[1.298]
Training on Epoch 8 =>: 57%|████████████████████████████████ | 122/213 [00:52<00:45, 2.00it/s]
>122, c[0.006,100], d[0.636,0.398], g[1.175]
Training on Epoch 8 =>: 58%|████████████████████████████████▎ | 123/213 [00:52<00:42, 2.10it/s]
>123, c[0.001,100], d[0.829,0.701], g[1.225]
Training on Epoch 8 =>: 58%|████████████████████████████████▌ | 124/213 [00:53<00:45, 1.95it/s]
>124, c[0.002,100], d[0.334,0.350], g[1.325]
Training on Epoch 8 =>: 59%|████████████████████████████████▊ | 125/213 [00:53<00:42, 2.07it/s]
>125, c[0.000,100], d[0.570,0.361], g[1.570]
Training on Epoch 8 =>: 59%|█████████████████████████████████▏ | 126/213 [00:53<00:39, 2.18it/s]
>126, c[0.000,100], d[0.579,0.298], g[1.387]
Training on Epoch 8 =>: 60%|█████████████████████████████████▍ | 127/213 [00:54<00:38, 2.25it/s]
>127, c[0.030,100], d[0.124,0.411], g[0.714]
Training on Epoch 8 =>: 60%|█████████████████████████████████▋ | 128/213 [00:54<00:37, 2.24it/s]
>128, c[0.001,100], d[0.327,0.430], g[1.794]
Training on Epoch 8 =>: 61%|█████████████████████████████████▉ | 129/213 [00:55<00:36, 2.32it/s]
>129, c[0.000,100], d[0.813,0.339], g[1.419]
Training on Epoch 8 =>: 61%|██████████████████████████████████▏ | 130/213 [00:55<00:34, 2.40it/s]
>130, c[0.000,100], d[0.120,0.434], g[1.625]
Training on Epoch 8 =>: 62%|██████████████████████████████████▍ | 131/213 [00:55<00:32, 2.52it/s]
>131, c[0.002,100], d[0.739,0.426], g[1.411]
Training on Epoch 8 =>: 62%|██████████████████████████████████▋ | 132/213 [00:56<00:30, 2.62it/s]
>132, c[0.003,100], d[0.269,0.446], g[1.789]
Training on Epoch 8 =>: 62%|██████████████████████████████████▉ | 133/213 [00:56<00:29, 2.72it/s]
>133, c[0.000,100], d[0.235,0.420], g[1.763]
Training on Epoch 8 =>: 63%|███████████████████████████████████▏ | 134/213 [00:56<00:28, 2.76it/s]
>134, c[0.001,100], d[0.731,0.433], g[1.897]
Training on Epoch 8 =>: 63%|███████████████████████████████████▍ | 135/213 [00:57<00:28, 2.76it/s]
>135, c[0.003,100], d[0.908,0.656], g[1.019]
Training on Epoch 8 =>: 64%|███████████████████████████████████▊ | 136/213 [00:57<00:27, 2.77it/s]
>136, c[0.002,100], d[0.456,0.382], g[0.802]
Training on Epoch 8 =>: 64%|████████████████████████████████████ | 137/213 [00:58<00:26, 2.83it/s]
>137, c[0.016,100], d[0.196,0.318], g[1.455]
Training on Epoch 8 =>: 65%|████████████████████████████████████▎ | 138/213 [00:58<00:26, 2.78it/s]
>138, c[0.071,100], d[0.221,0.348], g[1.833]
Training on Epoch 8 =>: 65%|████████████████████████████████████▌ | 139/213 [00:58<00:26, 2.77it/s]
>139, c[0.001,100], d[0.409,0.336], g[1.071]
Training on Epoch 8 =>: 66%|████████████████████████████████████▊ | 140/213 [00:59<00:27, 2.68it/s]
>140, c[0.001,100], d[0.662,0.339], g[1.434]
Training on Epoch 8 =>: 66%|█████████████████████████████████████ | 141/213 [00:59<00:26, 2.76it/s]
>141, c[0.001,100], d[0.640,0.869], g[1.470]
Training on Epoch 8 =>: 67%|█████████████████████████████████████▎ | 142/213 [01:00<00:31, 2.23it/s]
>142, c[0.020,100], d[0.534,0.412], g[1.216]
Training on Epoch 8 =>: 67%|█████████████████████████████████████▌ | 143/213 [01:00<00:29, 2.39it/s]
>143, c[0.046,100], d[0.322,0.550], g[1.251]
Training on Epoch 8 =>: 68%|█████████████████████████████████████▊ | 144/213 [01:00<00:27, 2.53it/s]
>144, c[0.005,100], d[0.147,0.322], g[1.288]
Training on Epoch 8 =>: 68%|██████████████████████████████████████ | 145/213 [01:01<00:26, 2.58it/s]
>145, c[0.009,100], d[0.240,0.542], g[1.908]
Training on Epoch 8 =>: 69%|██████████████████████████████████████▍ | 146/213 [01:01<00:25, 2.66it/s]
>146, c[0.001,100], d[0.219,1.857], g[2.122]
Training on Epoch 8 =>: 69%|██████████████████████████████████████▋ | 147/213 [01:01<00:24, 2.71it/s]
>147, c[0.001,100], d[0.653,0.360], g[1.668]
Training on Epoch 8 =>: 69%|██████████████████████████████████████▉ | 148/213 [01:02<00:24, 2.67it/s]
>148, c[0.000,100], d[1.186,0.511], g[1.071]
Training on Epoch 8 =>: 70%|███████████████████████████████████████▏ | 149/213 [01:02<00:23, 2.68it/s]
>149, c[0.002,100], d[0.169,0.523], g[1.094]
Training on Epoch 8 =>: 70%|███████████████████████████████████████▍ | 150/213 [01:03<00:23, 2.69it/s]
>150, c[0.008,100], d[0.443,0.776], g[2.895]
Training on Epoch 8 =>: 71%|███████████████████████████████████████▋ | 151/213 [01:03<00:22, 2.71it/s]
>151, c[0.006,100], d[0.993,0.631], g[1.894]
Training on Epoch 8 =>: 71%|███████████████████████████████████████▉ | 152/213 [01:03<00:22, 2.71it/s]
>152, c[0.002,100], d[1.015,0.697], g[1.037]
Training on Epoch 8 =>: 72%|████████████████████████████████████████▏ | 153/213 [01:04<00:22, 2.71it/s]
>153, c[0.011,100], d[0.565,0.550], g[1.209]
Training on Epoch 8 =>: 72%|████████████████████████████████████████▍ | 154/213 [01:04<00:21, 2.79it/s]
>154, c[0.006,100], d[0.478,0.448], g[1.714]
Training on Epoch 8 =>: 73%|████████████████████████████████████████▊ | 155/213 [01:04<00:20, 2.82it/s]
>155, c[0.014,100], d[0.582,0.468], g[1.392]
Training on Epoch 8 =>: 73%|█████████████████████████████████████████ | 156/213 [01:05<00:20, 2.84it/s]
>156, c[0.001,100], d[0.741,0.427], g[0.685]
Training on Epoch 8 =>: 74%|█████████████████████████████████████████▎ | 157/213 [01:05<00:19, 2.85it/s]
>157, c[0.000,100], d[0.361,0.450], g[1.464]
Training on Epoch 8 =>: 74%|█████████████████████████████████████████▌ | 158/213 [01:05<00:18, 2.95it/s]
>158, c[0.001,100], d[0.275,0.352], g[1.091]
Training on Epoch 8 =>: 75%|█████████████████████████████████████████▊ | 159/213 [01:06<00:18, 2.96it/s]
>159, c[0.001,100], d[0.632,0.585], g[1.167]
Training on Epoch 8 =>: 75%|██████████████████████████████████████████ | 160/213 [01:06<00:18, 2.91it/s]
>160, c[0.001,100], d[0.195,0.452], g[0.523]
Training on Epoch 8 =>: 76%|██████████████████████████████████████████▎ | 161/213 [01:06<00:17, 2.92it/s]
>161, c[0.000,100], d[0.317,0.322], g[1.517]
Training on Epoch 8 =>: 76%|██████████████████████████████████████████▌ | 162/213 [01:07<00:17, 2.86it/s]
>162, c[0.000,100], d[0.165,0.274], g[1.723]
Training on Epoch 8 =>: 77%|██████████████████████████████████████████▊ | 163/213 [01:07<00:17, 2.86it/s]
>163, c[0.012,100], d[0.607,0.305], g[1.853]
Training on Epoch 8 =>: 77%|███████████████████████████████████████████ | 164/213 [01:07<00:16, 2.91it/s]
>164, c[0.000,100], d[0.962,0.818], g[0.930]
Training on Epoch 8 =>: 77%|███████████████████████████████████████████▍ | 165/213 [01:08<00:16, 2.83it/s]
>165, c[0.008,100], d[0.586,1.295], g[2.021]
Training on Epoch 8 =>: 78%|███████████████████████████████████████████▋ | 166/213 [01:08<00:16, 2.87it/s]
>166, c[0.001,100], d[0.270,1.338], g[1.078]
Training on Epoch 8 =>: 78%|███████████████████████████████████████████▉ | 167/213 [01:09<00:16, 2.80it/s]
>167, c[0.000,100], d[0.499,0.487], g[1.924]
Training on Epoch 8 =>: 79%|████████████████████████████████████████████▏ | 168/213 [01:09<00:15, 2.85it/s]
>168, c[0.002,100], d[0.287,0.438], g[1.723]
Training on Epoch 8 =>: 79%|████████████████████████████████████████████▍ | 169/213 [01:09<00:15, 2.88it/s]
>169, c[0.013,100], d[1.014,0.680], g[2.227]
Training on Epoch 8 =>: 80%|████████████████████████████████████████████▋ | 170/213 [01:10<00:14, 2.90it/s]
>170, c[0.000,100], d[0.651,0.264], g[1.417]
Training on Epoch 8 =>: 80%|████████████████████████████████████████████▉ | 171/213 [01:10<00:14, 2.88it/s]
>171, c[0.005,100], d[0.830,0.579], g[1.139]
Training on Epoch 8 =>: 81%|█████████████████████████████████████████████▏ | 172/213 [01:10<00:13, 2.94it/s]
>172, c[0.003,100], d[0.455,0.518], g[1.118]
Training on Epoch 8 =>: 81%|█████████████████████████████████████████████▍ | 173/213 [01:11<00:13, 2.89it/s]
>173, c[0.005,100], d[0.363,0.548], g[1.658]
Training on Epoch 8 =>: 82%|█████████████████████████████████████████████▋ | 174/213 [01:11<00:13, 2.95it/s]
>174, c[0.001,100], d[0.489,0.601], g[1.076]
Training on Epoch 8 =>: 82%|██████████████████████████████████████████████ | 175/213 [01:11<00:12, 2.98it/s]
>175, c[0.000,100], d[0.689,0.602], g[1.658]
Training on Epoch 8 =>: 83%|██████████████████████████████████████████████▎ | 176/213 [01:12<00:12, 2.89it/s]
>176, c[0.000,100], d[0.649,0.367], g[1.668]
Training on Epoch 8 =>: 83%|██████████████████████████████████████████████▌ | 177/213 [01:12<00:12, 2.90it/s]
>177, c[0.002,100], d[0.238,0.392], g[1.367]
Training on Epoch 8 =>: 84%|██████████████████████████████████████████████▊ | 178/213 [01:12<00:11, 2.95it/s]
>178, c[0.002,100], d[0.511,0.739], g[1.708]
Training on Epoch 8 =>: 84%|███████████████████████████████████████████████ | 179/213 [01:13<00:11, 2.90it/s]
>179, c[0.000,100], d[0.802,0.521], g[1.354]
Training on Epoch 8 =>: 85%|███████████████████████████████████████████████▎ | 180/213 [01:13<00:11, 2.95it/s]
>180, c[0.054,100], d[1.011,0.235], g[1.272]
Training on Epoch 8 =>: 85%|███████████████████████████████████████████████▌ | 181/213 [01:13<00:11, 2.90it/s]
>181, c[0.001,100], d[0.258,0.663], g[1.120]
Training on Epoch 8 =>: 85%|███████████████████████████████████████████████▊ | 182/213 [01:14<00:10, 2.86it/s]
>182, c[0.001,100], d[0.681,0.380], g[1.201]
Training on Epoch 8 =>: 86%|████████████████████████████████████████████████ | 183/213 [01:14<00:10, 2.91it/s]
>183, c[0.001,100], d[0.112,0.304], g[1.688]
Training on Epoch 8 =>: 86%|████████████████████████████████████████████████▍ | 184/213 [01:14<00:09, 2.92it/s]
>184, c[0.006,100], d[0.179,0.229], g[1.930]
Training on Epoch 8 =>: 87%|████████████████████████████████████████████████▋ | 185/213 [01:15<00:09, 2.87it/s]
>185, c[0.035,100], d[0.556,1.045], g[1.877]
Training on Epoch 8 =>: 87%|████████████████████████████████████████████████▉ | 186/213 [01:15<00:09, 2.90it/s]
>186, c[0.001,100], d[0.622,0.294], g[1.449]
Training on Epoch 8 =>: 88%|█████████████████████████████████████████████████▏ | 187/213 [01:15<00:09, 2.88it/s]
>187, c[0.005,100], d[0.575,0.299], g[1.025]
Training on Epoch 8 =>: 88%|█████████████████████████████████████████████████▍ | 188/213 [01:16<00:08, 2.92it/s]
>188, c[0.006,100], d[0.907,0.505], g[1.033]
Training on Epoch 8 =>: 89%|█████████████████████████████████████████████████▋ | 189/213 [01:16<00:08, 2.92it/s]
>189, c[0.001,100], d[0.525,0.428], g[1.396]
Training on Epoch 8 =>: 89%|█████████████████████████████████████████████████▉ | 190/213 [01:16<00:07, 2.88it/s]
>190, c[0.021,100], d[0.313,0.656], g[1.196]
Training on Epoch 8 =>: 90%|██████████████████████████████████████████████████▏ | 191/213 [01:17<00:07, 2.85it/s]
>191, c[0.000,100], d[0.481,0.362], g[1.500]
Training on Epoch 8 =>: 90%|██████████████████████████████████████████████████▍ | 192/213 [01:17<00:07, 2.89it/s]
>192, c[0.000,100], d[0.515,0.514], g[1.486]
Training on Epoch 8 =>: 91%|██████████████████████████████████████████████████▋ | 193/213 [01:17<00:06, 2.93it/s]
>193, c[0.001,100], d[0.075,0.384], g[2.100]
Training on Epoch 8 =>: 91%|███████████████████████████████████████████████████ | 194/213 [01:18<00:06, 2.92it/s]
>194, c[0.004,100], d[0.348,0.481], g[2.327]
Training on Epoch 8 =>: 92%|███████████████████████████████████████████████████▎ | 195/213 [01:18<00:07, 2.31it/s]
>195, c[0.000,100], d[1.139,0.660], g[2.079]
Training on Epoch 8 =>: 92%|███████████████████████████████████████████████████▌ | 196/213 [01:19<00:07, 2.40it/s]
>196, c[0.015,100], d[0.234,0.146], g[1.526]
Training on Epoch 8 =>: 92%|███████████████████████████████████████████████████▊ | 197/213 [01:19<00:06, 2.49it/s]
>197, c[0.000,100], d[0.154,0.355], g[1.351]
Training on Epoch 8 =>: 93%|████████████████████████████████████████████████████ | 198/213 [01:20<00:05, 2.57it/s]
>198, c[0.002,100], d[0.889,0.250], g[1.589]
Training on Epoch 8 =>: 93%|████████████████████████████████████████████████████▎ | 199/213 [01:20<00:05, 2.61it/s]
>199, c[0.000,100], d[0.376,0.455], g[1.347]
Training on Epoch 8 =>: 94%|████████████████████████████████████████████████████▌ | 200/213 [01:20<00:04, 2.62it/s]
>200, c[0.000,100], d[0.391,0.189], g[1.467]
Training on Epoch 8 =>: 94%|████████████████████████████████████████████████████▊ | 201/213 [01:21<00:05, 2.19it/s]
>201, c[0.001,100], d[0.582,0.306], g[2.172]
Training on Epoch 8 =>: 95%|█████████████████████████████████████████████████████ | 202/213 [01:21<00:04, 2.32it/s]
>202, c[0.005,100], d[0.552,0.272], g[1.561]
Training on Epoch 8 =>: 95%|█████████████████████████████████████████████████████▎ | 203/213 [01:22<00:04, 2.35it/s]
>203, c[0.001,100], d[0.188,0.528], g[1.320]
Training on Epoch 8 =>: 96%|█████████████████████████████████████████████████████▋ | 204/213 [01:22<00:03, 2.44it/s]
>204, c[0.014,100], d[0.391,0.648], g[1.799]
Training on Epoch 8 =>: 96%|█████████████████████████████████████████████████████▉ | 205/213 [01:22<00:03, 2.54it/s]
>205, c[0.000,100], d[0.376,0.187], g[1.459]
Training on Epoch 8 =>: 97%|██████████████████████████████████████████████████████▏ | 206/213 [01:23<00:02, 2.63it/s]
>206, c[0.017,100], d[0.167,0.441], g[1.910]
Training on Epoch 8 =>: 97%|██████████████████████████████████████████████████████▍ | 207/213 [01:23<00:02, 2.75it/s]
>207, c[0.006,100], d[0.099,0.737], g[2.187]
Training on Epoch 8 =>: 98%|██████████████████████████████████████████████████████▋ | 208/213 [01:23<00:01, 2.73it/s]
>208, c[0.019,100], d[0.424,0.530], g[2.652]
Training on Epoch 8 =>: 98%|██████████████████████████████████████████████████████▉ | 209/213 [01:24<00:01, 2.73it/s]
>209, c[0.023,100], d[0.989,0.172], g[2.412]
Training on Epoch 8 =>: 99%|███████████████████████████████████████████████████████▏| 210/213 [01:24<00:01, 2.76it/s]
>210, c[0.002,100], d[0.424,0.424], g[1.588]
Training on Epoch 8 =>: 99%|███████████████████████████████████████████████████████▍| 211/213 [01:25<00:00, 2.75it/s]
>211, c[0.000,100], d[0.520,0.260], g[1.851]
Training on Epoch 8 =>: 100%|███████████████████████████████████████████████████████▋| 212/213 [01:25<00:00, 2.77it/s]
>212, c[0.002,100], d[0.543,0.275], g[1.617]
Training on Epoch 8 =>: 100%|████████████████████████████████████████████████████████| 213/213 [01:25<00:00, 2.48it/s]
>213, c[0.000,100], d[0.568,0.484], g[1.296]
EPOCHS =>: 16%|███████████▌ | 8/50 [09:45<54:44, 78.20s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 9 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 9 =>: 0%|▎ | 1/213 [00:00<02:20, 1.51it/s]
>1, c[0.003,100], d[0.646,0.698], g[1.783]
Training on Epoch 9 =>: 1%|▌ | 2/213 [00:01<02:02, 1.72it/s]
>2, c[0.000,100], d[0.328,0.296], g[1.371]
Training on Epoch 9 =>: 1%|▊ | 3/213 [00:01<01:42, 2.04it/s]
>3, c[0.001,100], d[0.606,0.368], g[1.495]
Training on Epoch 9 =>: 2%|█ | 4/213 [00:02<01:54, 1.83it/s]
>4, c[0.000,100], d[0.623,0.384], g[1.197]
Training on Epoch 9 =>: 2%|█▎ | 5/213 [00:02<01:43, 2.01it/s]
>5, c[0.000,100], d[0.282,0.403], g[1.708]
Training on Epoch 9 =>: 3%|█▋ | 6/213 [00:03<01:50, 1.88it/s]
>6, c[0.003,100], d[0.445,0.255], g[1.371]
Training on Epoch 9 =>: 3%|█▉ | 7/213 [00:03<01:39, 2.06it/s]
>7, c[0.002,100], d[0.182,0.311], g[1.705]
Training on Epoch 9 =>: 4%|██▏ | 8/213 [00:04<01:35, 2.16it/s]
>8, c[0.003,100], d[0.494,0.307], g[1.965]
Training on Epoch 9 =>: 4%|██▍ | 9/213 [00:04<01:28, 2.31it/s]
>9, c[0.002,100], d[0.056,0.486], g[1.968]
Training on Epoch 9 =>: 5%|██▋ | 10/213 [00:04<01:27, 2.33it/s]
>10, c[0.003,100], d[0.124,0.177], g[2.111]
Training on Epoch 9 =>: 5%|██▉ | 11/213 [00:05<01:23, 2.42it/s]
>11, c[0.000,100], d[0.986,0.476], g[1.117]
Training on Epoch 9 =>: 6%|███▏ | 12/213 [00:05<01:19, 2.53it/s]
>12, c[0.008,100], d[0.319,0.197], g[1.248]
Training on Epoch 9 =>: 6%|███▍ | 13/213 [00:06<01:35, 2.09it/s]
>13, c[0.001,100], d[0.645,0.612], g[1.106]
Training on Epoch 9 =>: 7%|███▋ | 14/213 [00:06<01:30, 2.19it/s]
>14, c[0.001,100], d[0.319,0.415], g[1.229]
Training on Epoch 9 =>: 7%|████ | 15/213 [00:06<01:25, 2.31it/s]
>15, c[0.051,100], d[0.100,0.506], g[2.129]
Training on Epoch 9 =>: 8%|████▎ | 16/213 [00:07<01:35, 2.07it/s]
>16, c[0.000,100], d[0.662,0.461], g[1.748]
Training on Epoch 9 =>: 8%|████▌ | 17/213 [00:08<01:30, 2.16it/s]
>17, c[0.000,100], d[0.693,0.477], g[1.564]
Training on Epoch 9 =>: 8%|████▊ | 18/213 [00:08<01:26, 2.26it/s]
>18, c[0.006,100], d[0.259,0.399], g[1.952]
Training on Epoch 9 =>: 9%|█████ | 19/213 [00:08<01:22, 2.34it/s]
>19, c[0.004,100], d[0.044,0.155], g[1.518]
Training on Epoch 9 =>: 9%|█████▎ | 20/213 [00:09<01:20, 2.40it/s]
>20, c[0.053,100], d[0.425,0.574], g[2.255]
Training on Epoch 9 =>: 10%|█████▌ | 21/213 [00:09<01:37, 1.97it/s]
>21, c[0.013,100], d[0.940,0.243], g[2.528]
Training on Epoch 9 =>: 10%|█████▉ | 22/213 [00:10<01:46, 1.80it/s]
>22, c[0.004,100], d[0.117,0.227], g[1.715]
Training on Epoch 9 =>: 11%|██████▏ | 23/213 [00:11<01:38, 1.93it/s]
>23, c[0.001,100], d[0.174,0.166], g[1.837]
Training on Epoch 9 =>: 11%|██████▍ | 24/213 [00:11<01:32, 2.05it/s]
>24, c[0.000,100], d[0.392,0.321], g[1.801]
Training on Epoch 9 =>: 12%|██████▋ | 25/213 [00:11<01:27, 2.16it/s]
>25, c[0.002,100], d[0.662,0.268], g[1.989]
Training on Epoch 9 =>: 12%|██████▉ | 26/213 [00:12<01:22, 2.25it/s]
>26, c[0.000,100], d[0.553,0.414], g[1.744]
Training on Epoch 9 =>: 13%|███████▏ | 27/213 [00:12<01:20, 2.31it/s]
>27, c[0.001,100], d[0.267,0.312], g[1.242]
Training on Epoch 9 =>: 13%|███████▍ | 28/213 [00:13<01:19, 2.32it/s]
>28, c[0.001,100], d[0.307,0.749], g[1.420]
Training on Epoch 9 =>: 14%|███████▊ | 29/213 [00:13<01:19, 2.30it/s]
>29, c[0.002,100], d[0.082,0.228], g[2.215]
Training on Epoch 9 =>: 14%|████████ | 30/213 [00:13<01:19, 2.32it/s]
>30, c[0.001,100], d[0.673,0.479], g[1.454]
Training on Epoch 9 =>: 15%|████████▎ | 31/213 [00:14<01:15, 2.41it/s]
>31, c[0.000,100], d[0.170,0.624], g[2.411]
Training on Epoch 9 =>: 15%|████████▌ | 32/213 [00:14<01:14, 2.43it/s]
>32, c[0.000,100], d[0.770,0.319], g[2.942]
Training on Epoch 9 =>: 15%|████████▊ | 33/213 [00:15<01:22, 2.17it/s]
>33, c[0.001,100], d[0.553,0.239], g[2.085]
Training on Epoch 9 =>: 16%|█████████ | 34/213 [00:15<01:19, 2.25it/s]
>34, c[0.000,100], d[0.125,0.302], g[1.814]
Training on Epoch 9 =>: 16%|█████████▎ | 35/213 [00:16<01:28, 2.01it/s]
>35, c[0.000,100], d[1.072,0.227], g[1.175]
Training on Epoch 9 =>: 17%|█████████▋ | 36/213 [00:16<01:37, 1.82it/s]
>36, c[0.006,100], d[0.552,2.062], g[1.835]
Training on Epoch 9 =>: 17%|█████████▉ | 37/213 [00:17<01:42, 1.71it/s]
>37, c[0.001,100], d[0.406,0.489], g[1.775]
Training on Epoch 9 =>: 18%|██████████▏ | 38/213 [00:18<01:32, 1.90it/s]
>38, c[0.001,100], d[0.520,0.257], g[2.041]
Training on Epoch 9 =>: 18%|██████████▍ | 39/213 [00:18<01:25, 2.03it/s]
>39, c[0.000,100], d[0.903,2.358], g[1.586]
Training on Epoch 9 =>: 19%|██████████▋ | 40/213 [00:19<01:34, 1.83it/s]
>40, c[0.000,100], d[0.956,0.101], g[1.289]
Training on Epoch 9 =>: 19%|██████████▉ | 41/213 [00:19<01:40, 1.71it/s]
>41, c[0.001,100], d[0.591,0.823], g[1.451]
Training on Epoch 9 =>: 20%|███████████▏ | 42/213 [00:20<01:36, 1.77it/s]
>42, c[0.003,100], d[0.403,0.861], g[1.847]
Training on Epoch 9 =>: 20%|███████████▌ | 43/213 [00:20<01:40, 1.69it/s]
>43, c[0.001,100], d[0.498,0.312], g[1.199]
Training on Epoch 9 =>: 21%|███████████▊ | 44/213 [00:21<01:30, 1.87it/s]
>44, c[0.000,100], d[0.248,0.515], g[1.254]
Training on Epoch 9 =>: 21%|████████████ | 45/213 [00:21<01:33, 1.81it/s]
>45, c[0.002,100], d[1.026,0.489], g[1.931]
Training on Epoch 9 =>: 22%|████████████▎ | 46/213 [00:22<01:24, 1.98it/s]
>46, c[0.038,100], d[0.269,0.440], g[1.441]
Training on Epoch 9 =>: 22%|████████████▌ | 47/213 [00:22<01:19, 2.08it/s]
>47, c[0.000,100], d[0.441,0.244], g[1.837]
Training on Epoch 9 =>: 23%|████████████▊ | 48/213 [00:23<01:16, 2.15it/s]
>48, c[0.004,100], d[0.400,0.259], g[1.231]
Training on Epoch 9 =>: 23%|█████████████ | 49/213 [00:23<01:25, 1.91it/s]
>49, c[0.000,100], d[0.608,0.221], g[1.496]
Training on Epoch 9 =>: 23%|█████████████▍ | 50/213 [00:24<01:17, 2.10it/s]
>50, c[0.001,100], d[0.146,0.630], g[1.663]
Training on Epoch 9 =>: 24%|█████████████▋ | 51/213 [00:24<01:12, 2.23it/s]
>51, c[0.000,100], d[0.504,0.220], g[1.429]
Training on Epoch 9 =>: 24%|█████████████▉ | 52/213 [00:25<01:23, 1.92it/s]
>52, c[0.022,100], d[0.050,0.589], g[1.624]
Training on Epoch 9 =>: 25%|██████████████▏ | 53/213 [00:25<01:23, 1.91it/s]
>53, c[0.003,100], d[0.696,0.807], g[1.601]
Training on Epoch 9 =>: 25%|██████████████▍ | 54/213 [00:26<01:22, 1.93it/s]
>54, c[0.004,100], d[0.249,1.275], g[2.555]
Training on Epoch 9 =>: 26%|██████████████▋ | 55/213 [00:26<01:28, 1.79it/s]
>55, c[0.001,100], d[1.725,0.125], g[2.031]
Training on Epoch 9 =>: 26%|██████████████▉ | 56/213 [00:27<01:18, 2.01it/s]
>56, c[0.005,100], d[0.760,0.534], g[1.369]
Training on Epoch 9 =>: 27%|███████████████▎ | 57/213 [00:27<01:14, 2.10it/s]
>57, c[0.001,100], d[0.492,0.865], g[1.287]
Training on Epoch 9 =>: 27%|███████████████▌ | 58/213 [00:28<01:18, 1.98it/s]
>58, c[0.001,100], d[0.302,0.251], g[1.897]
Training on Epoch 9 =>: 28%|███████████████▊ | 59/213 [00:28<01:12, 2.13it/s]
>59, c[0.006,100], d[0.291,0.477], g[1.333]
Training on Epoch 9 =>: 28%|████████████████ | 60/213 [00:29<01:08, 2.24it/s]
>60, c[0.000,100], d[0.253,0.297], g[1.541]
Training on Epoch 9 =>: 29%|████████████████▎ | 61/213 [00:29<01:04, 2.34it/s]
>61, c[0.002,100], d[0.236,0.401], g[2.275]
Training on Epoch 9 =>: 29%|████████████████▌ | 62/213 [00:30<01:16, 1.97it/s]
>62, c[0.000,100], d[0.031,0.140], g[1.878]
Training on Epoch 9 =>: 30%|████████████████▊ | 63/213 [00:30<01:22, 1.81it/s]
>63, c[0.002,100], d[0.309,0.298], g[1.988]
Training on Epoch 9 =>: 30%|█████████████████▏ | 64/213 [00:31<01:15, 1.98it/s]
>64, c[0.000,100], d[0.618,0.234], g[1.404]
Training on Epoch 9 =>: 31%|█████████████████▍ | 65/213 [00:31<01:10, 2.11it/s]
>65, c[0.000,100], d[0.136,0.430], g[2.480]
Training on Epoch 9 =>: 31%|█████████████████▋ | 66/213 [00:32<01:13, 2.00it/s]
>66, c[0.001,100], d[0.573,0.599], g[1.854]
Training on Epoch 9 =>: 31%|█████████████████▉ | 67/213 [00:32<01:08, 2.13it/s]
>67, c[0.000,100], d[0.788,0.231], g[1.989]
Training on Epoch 9 =>: 32%|██████████████████▏ | 68/213 [00:33<01:04, 2.25it/s]
>68, c[0.027,100], d[0.151,0.167], g[2.201]
Training on Epoch 9 =>: 32%|██████████████████▍ | 69/213 [00:33<01:02, 2.30it/s]
>69, c[0.021,100], d[0.746,0.504], g[2.321]
Training on Epoch 9 =>: 33%|██████████████████▋ | 70/213 [00:33<01:00, 2.36it/s]
>70, c[0.034,100], d[0.706,1.045], g[2.830]
Training on Epoch 9 =>: 33%|███████████████████ | 71/213 [00:34<00:58, 2.45it/s]
>71, c[0.000,100], d[0.315,0.473], g[2.594]
Training on Epoch 9 =>: 34%|███████████████████▎ | 72/213 [00:34<00:57, 2.47it/s]
>72, c[0.001,100], d[1.568,0.742], g[2.091]
Training on Epoch 9 =>: 34%|███████████████████▌ | 73/213 [00:34<00:56, 2.50it/s]
>73, c[0.015,100], d[2.129,0.546], g[1.253]
Training on Epoch 9 =>: 35%|███████████████████▊ | 74/213 [00:35<00:56, 2.48it/s]
>74, c[0.399,83], d[0.926,2.238], g[1.876]
Training on Epoch 9 =>: 35%|████████████████████ | 75/213 [00:35<00:54, 2.55it/s]
>75, c[0.169,83], d[0.783,0.612], g[1.576]
Training on Epoch 9 =>: 36%|████████████████████▎ | 76/213 [00:36<00:52, 2.63it/s]
>76, c[0.057,100], d[0.748,0.574], g[0.954]
Training on Epoch 9 =>: 36%|████████████████████▌ | 77/213 [00:36<00:50, 2.72it/s]
>77, c[0.000,100], d[0.394,0.479], g[1.261]
Training on Epoch 9 =>: 37%|████████████████████▊ | 78/213 [00:36<00:49, 2.75it/s]
>78, c[0.002,100], d[0.277,0.309], g[1.393]
Training on Epoch 9 =>: 37%|█████████████████████▏ | 79/213 [00:37<00:47, 2.83it/s]
>79, c[0.000,100], d[0.328,0.606], g[1.481]
Training on Epoch 9 =>: 38%|█████████████████████▍ | 80/213 [00:37<00:48, 2.77it/s]
>80, c[0.000,100], d[0.818,0.420], g[1.683]
Training on Epoch 9 =>: 38%|█████████████████████▋ | 81/213 [00:38<01:01, 2.14it/s]
>81, c[0.008,100], d[0.402,0.342], g[1.621]
Training on Epoch 9 =>: 38%|█████████████████████▉ | 82/213 [00:38<01:03, 2.07it/s]
>82, c[0.009,100], d[0.449,0.486], g[1.548]
Training on Epoch 9 =>: 39%|██████████████████████▏ | 83/213 [00:39<00:57, 2.28it/s]
>83, c[0.000,100], d[0.116,0.505], g[1.194]
Training on Epoch 9 =>: 39%|██████████████████████▍ | 84/213 [00:39<00:54, 2.39it/s]
>84, c[0.000,100], d[0.631,0.427], g[1.661]
Training on Epoch 9 =>: 40%|██████████████████████▋ | 85/213 [00:39<00:51, 2.51it/s]
>85, c[0.000,100], d[0.439,0.429], g[1.612]
Training on Epoch 9 =>: 40%|███████████████████████ | 86/213 [00:40<00:50, 2.53it/s]
>86, c[0.007,100], d[0.267,0.351], g[1.882]
Training on Epoch 9 =>: 41%|███████████████████████▎ | 87/213 [00:40<00:50, 2.50it/s]
>87, c[0.021,100], d[0.521,0.162], g[1.308]
Training on Epoch 9 =>: 41%|███████████████████████▌ | 88/213 [00:41<00:59, 2.11it/s]
>88, c[0.017,100], d[0.283,0.536], g[1.509]
Training on Epoch 9 =>: 42%|███████████████████████▊ | 89/213 [00:41<00:56, 2.19it/s]
>89, c[0.005,100], d[0.412,0.679], g[1.439]
Training on Epoch 9 =>: 42%|████████████████████████ | 90/213 [00:42<01:01, 2.00it/s]
>90, c[0.000,100], d[0.726,0.281], g[1.395]
Training on Epoch 9 =>: 43%|████████████████████████▎ | 91/213 [00:42<00:57, 2.13it/s]
>91, c[0.000,100], d[0.525,0.231], g[1.276]
Training on Epoch 9 =>: 43%|████████████████████████▌ | 92/213 [00:43<00:54, 2.24it/s]
>92, c[0.000,100], d[0.086,0.284], g[1.109]
Training on Epoch 9 =>: 44%|████████████████████████▉ | 93/213 [00:43<00:57, 2.08it/s]
>93, c[0.000,100], d[0.193,0.290], g[1.540]
Training on Epoch 9 =>: 44%|█████████████████████████▏ | 94/213 [00:44<01:02, 1.89it/s]
>94, c[0.001,100], d[0.753,0.827], g[1.143]
Training on Epoch 9 =>: 45%|█████████████████████████▍ | 95/213 [00:44<00:57, 2.07it/s]
>95, c[0.001,100], d[0.579,0.327], g[0.762]
Training on Epoch 9 =>: 45%|█████████████████████████▋ | 96/213 [00:45<00:53, 2.19it/s]
>96, c[0.001,100], d[0.415,0.518], g[1.649]
Training on Epoch 9 =>: 46%|█████████████████████████▉ | 97/213 [00:45<00:50, 2.30it/s]
>97, c[0.001,100], d[0.231,0.279], g[1.450]
Training on Epoch 9 =>: 46%|██████████████████████████▏ | 98/213 [00:46<00:59, 1.94it/s]
>98, c[0.006,100], d[0.461,0.191], g[1.089]
Training on Epoch 9 =>: 46%|██████████████████████████▍ | 99/213 [00:46<00:54, 2.10it/s]
>99, c[0.016,100], d[0.248,0.690], g[1.193]
Training on Epoch 9 =>: 47%|██████████████████████████▎ | 100/213 [00:47<00:59, 1.91it/s]
>100, c[0.002,100], d[0.089,0.278], g[2.117]
Training on Epoch 9 =>: 47%|██████████████████████████▌ | 101/213 [00:47<00:55, 2.01it/s]
>101, c[0.025,100], d[0.333,0.290], g[2.141]
Training on Epoch 9 =>: 48%|██████████████████████████▊ | 102/213 [00:48<00:56, 1.96it/s]
>102, c[0.014,100], d[0.225,0.782], g[1.114]
Training on Epoch 9 =>: 48%|███████████████████████████ | 103/213 [00:48<00:53, 2.05it/s]
>103, c[0.074,100], d[1.031,0.343], g[2.177]
Training on Epoch 9 =>: 49%|███████████████████████████▎ | 104/213 [00:49<01:01, 1.78it/s]
>104, c[0.000,100], d[0.522,0.214], g[1.513]
Training on Epoch 9 =>: 49%|███████████████████████████▌ | 105/213 [00:49<01:04, 1.67it/s]
>105, c[0.000,100], d[0.588,0.709], g[1.718]
Training on Epoch 9 =>: 50%|███████████████████████████▊ | 106/213 [00:50<01:05, 1.62it/s]
>106, c[0.001,100], d[0.208,1.024], g[1.205]
Training on Epoch 9 =>: 50%|████████████████████████████▏ | 107/213 [00:51<01:02, 1.70it/s]
>107, c[0.001,100], d[0.410,0.499], g[1.761]
Training on Epoch 9 =>: 51%|████████████████████████████▍ | 108/213 [00:51<00:56, 1.86it/s]
>108, c[0.021,100], d[0.352,0.307], g[1.895]
Training on Epoch 9 =>: 51%|████████████████████████████▋ | 109/213 [00:51<00:51, 2.01it/s]
>109, c[0.008,100], d[0.285,0.128], g[2.130]
Training on Epoch 9 =>: 52%|████████████████████████████▉ | 110/213 [00:52<00:47, 2.17it/s]
>110, c[0.016,100], d[0.624,0.303], g[1.745]
Training on Epoch 9 =>: 52%|█████████████████████████████▏ | 111/213 [00:52<00:45, 2.26it/s]
>111, c[0.001,100], d[0.434,0.334], g[1.812]
Training on Epoch 9 =>: 53%|█████████████████████████████▍ | 112/213 [00:53<00:48, 2.10it/s]
>112, c[0.000,100], d[0.102,0.264], g[1.982]
Training on Epoch 9 =>: 53%|█████████████████████████████▋ | 113/213 [00:53<00:43, 2.27it/s]
>113, c[0.000,100], d[0.410,0.211], g[1.572]
Training on Epoch 9 =>: 54%|█████████████████████████████▉ | 114/213 [00:54<00:42, 2.34it/s]
>114, c[0.000,100], d[0.083,0.293], g[1.705]
Training on Epoch 9 =>: 54%|██████████████████████████████▏ | 115/213 [00:54<00:47, 2.07it/s]
>115, c[0.000,100], d[0.416,0.272], g[1.660]
Training on Epoch 9 =>: 54%|██████████████████████████████▍ | 116/213 [00:55<00:52, 1.85it/s]
>116, c[0.001,100], d[0.045,0.159], g[1.382]
Training on Epoch 9 =>: 55%|██████████████████████████████▊ | 117/213 [00:55<00:54, 1.75it/s]
>117, c[0.000,100], d[0.030,0.263], g[2.041]
Training on Epoch 9 =>: 55%|███████████████████████████████ | 118/213 [00:56<00:50, 1.90it/s]
>118, c[0.000,100], d[1.091,0.285], g[1.794]
Training on Epoch 9 =>: 56%|███████████████████████████████▎ | 119/213 [00:56<00:46, 2.02it/s]
>119, c[0.004,100], d[0.687,0.212], g[1.453]
Training on Epoch 9 =>: 56%|███████████████████████████████▌ | 120/213 [00:57<00:42, 2.17it/s]
>120, c[0.000,100], d[0.850,1.018], g[1.264]
Training on Epoch 9 =>: 57%|███████████████████████████████▊ | 121/213 [00:57<00:40, 2.26it/s]
>121, c[0.090,100], d[1.246,0.800], g[1.347]
Training on Epoch 9 =>: 57%|████████████████████████████████ | 122/213 [00:58<00:44, 2.07it/s]
>122, c[0.027,100], d[0.384,0.434], g[1.547]
Training on Epoch 9 =>: 58%|████████████████████████████████▎ | 123/213 [00:58<00:41, 2.19it/s]
>123, c[0.079,100], d[0.192,0.362], g[1.861]
Training on Epoch 9 =>: 58%|████████████████████████████████▌ | 124/213 [00:59<00:44, 1.99it/s]
>124, c[0.011,100], d[0.237,0.885], g[0.987]
Training on Epoch 9 =>: 59%|████████████████████████████████▊ | 125/213 [00:59<00:41, 2.10it/s]
>125, c[0.001,100], d[0.226,0.386], g[3.064]
Training on Epoch 9 =>: 59%|█████████████████████████████████▏ | 126/213 [01:00<00:39, 2.20it/s]
>126, c[0.023,100], d[0.637,0.397], g[1.869]
Training on Epoch 9 =>: 60%|█████████████████████████████████▍ | 127/213 [01:00<00:36, 2.37it/s]
>127, c[0.000,100], d[0.685,0.401], g[1.318]
Training on Epoch 9 =>: 60%|█████████████████████████████████▋ | 128/213 [01:00<00:35, 2.41it/s]
>128, c[0.000,100], d[0.514,0.379], g[1.744]
Training on Epoch 9 =>: 61%|█████████████████████████████████▉ | 129/213 [01:01<00:34, 2.40it/s]
>129, c[0.005,100], d[0.075,0.183], g[2.311]
Training on Epoch 9 =>: 61%|██████████████████████████████████▏ | 130/213 [01:01<00:41, 2.01it/s]
>130, c[0.000,100], d[0.780,0.263], g[1.750]
Training on Epoch 9 =>: 62%|██████████████████████████████████▍ | 131/213 [01:02<00:38, 2.14it/s]
>131, c[0.000,100], d[0.493,0.326], g[1.371]
Training on Epoch 9 =>: 62%|██████████████████████████████████▋ | 132/213 [01:02<00:35, 2.26it/s]
>132, c[0.000,100], d[0.030,0.319], g[1.771]
Training on Epoch 9 =>: 62%|██████████████████████████████████▉ | 133/213 [01:03<00:34, 2.31it/s]
>133, c[0.006,100], d[0.547,0.479], g[1.888]
Training on Epoch 9 =>: 63%|███████████████████████████████████▏ | 134/213 [01:03<00:33, 2.36it/s]
>134, c[0.000,100], d[0.669,0.835], g[1.730]
Training on Epoch 9 =>: 63%|███████████████████████████████████▍ | 135/213 [01:03<00:32, 2.37it/s]
>135, c[0.012,100], d[0.055,0.464], g[1.778]
Training on Epoch 9 =>: 64%|███████████████████████████████████▊ | 136/213 [01:04<00:30, 2.50it/s]
>136, c[0.000,100], d[0.668,0.289], g[1.614]
Training on Epoch 9 =>: 64%|████████████████████████████████████ | 137/213 [01:04<00:29, 2.61it/s]
>137, c[0.001,100], d[0.081,0.243], g[1.526]
Training on Epoch 9 =>: 65%|████████████████████████████████████▎ | 138/213 [01:04<00:28, 2.62it/s]
>138, c[0.000,100], d[0.822,0.731], g[2.305]
Training on Epoch 9 =>: 65%|████████████████████████████████████▌ | 139/213 [01:05<00:27, 2.69it/s]
>139, c[0.012,100], d[0.025,0.189], g[2.404]
Training on Epoch 9 =>: 66%|████████████████████████████████████▊ | 140/213 [01:05<00:27, 2.67it/s]
>140, c[0.000,100], d[0.021,0.085], g[3.323]
Training on Epoch 9 =>: 66%|█████████████████████████████████████ | 141/213 [01:06<00:26, 2.77it/s]
>141, c[0.020,100], d[0.919,0.200], g[1.992]
Training on Epoch 9 =>: 67%|█████████████████████████████████████▎ | 142/213 [01:06<00:25, 2.80it/s]
>142, c[0.001,100], d[0.137,0.168], g[2.368]
Training on Epoch 9 =>: 67%|█████████████████████████████████████▌ | 143/213 [01:06<00:24, 2.85it/s]
>143, c[0.005,100], d[0.480,0.173], g[1.852]
Training on Epoch 9 =>: 68%|█████████████████████████████████████▊ | 144/213 [01:07<00:24, 2.87it/s]
>144, c[0.029,100], d[0.463,0.332], g[1.652]
Training on Epoch 9 =>: 68%|██████████████████████████████████████ | 145/213 [01:07<00:23, 2.90it/s]
>145, c[0.009,100], d[0.717,0.294], g[1.673]
Training on Epoch 9 =>: 69%|██████████████████████████████████████▍ | 146/213 [01:07<00:23, 2.86it/s]
>146, c[0.004,100], d[0.100,0.405], g[1.581]
Training on Epoch 9 =>: 69%|██████████████████████████████████████▋ | 147/213 [01:08<00:22, 2.91it/s]
>147, c[0.001,100], d[0.033,0.270], g[2.436]
Training on Epoch 9 =>: 69%|██████████████████████████████████████▉ | 148/213 [01:08<00:22, 2.92it/s]
>148, c[0.000,100], d[0.058,0.084], g[3.637]
Training on Epoch 9 =>: 70%|███████████████████████████████████████▏ | 149/213 [01:08<00:21, 2.95it/s]
>149, c[0.007,100], d[0.264,0.117], g[1.809]
Training on Epoch 9 =>: 70%|███████████████████████████████████████▍ | 150/213 [01:09<00:21, 2.92it/s]
>150, c[0.000,100], d[1.472,0.259], g[1.055]
Training on Epoch 9 =>: 71%|███████████████████████████████████████▋ | 151/213 [01:09<00:21, 2.95it/s]
>151, c[0.000,100], d[0.165,0.565], g[2.523]
Training on Epoch 9 =>: 71%|███████████████████████████████████████▉ | 152/213 [01:09<00:20, 2.97it/s]
>152, c[0.001,100], d[0.848,0.429], g[1.499]
Training on Epoch 9 =>: 72%|████████████████████████████████████████▏ | 153/213 [01:10<00:20, 2.96it/s]
>153, c[0.003,100], d[0.026,0.222], g[2.097]
Training on Epoch 9 =>: 72%|████████████████████████████████████████▍ | 154/213 [01:10<00:20, 2.94it/s]
>154, c[0.000,100], d[0.270,0.326], g[2.791]
Training on Epoch 9 =>: 73%|████████████████████████████████████████▊ | 155/213 [01:10<00:19, 2.93it/s]
>155, c[0.000,100], d[0.110,0.372], g[2.053]
Training on Epoch 9 =>: 73%|█████████████████████████████████████████ | 156/213 [01:11<00:19, 2.91it/s]
>156, c[0.000,100], d[0.244,1.657], g[2.720]
Training on Epoch 9 =>: 74%|█████████████████████████████████████████▎ | 157/213 [01:11<00:23, 2.37it/s]
>157, c[0.028,100], d[0.813,0.131], g[1.990]
Training on Epoch 9 =>: 74%|█████████████████████████████████████████▌ | 158/213 [01:12<00:22, 2.45it/s]
>158, c[0.000,100], d[1.513,1.179], g[2.611]
Training on Epoch 9 =>: 75%|█████████████████████████████████████████▊ | 159/213 [01:12<00:25, 2.10it/s]
>159, c[0.012,100], d[0.484,0.545], g[2.086]
Training on Epoch 9 =>: 75%|██████████████████████████████████████████ | 160/213 [01:13<00:23, 2.24it/s]
>160, c[0.021,100], d[0.467,0.568], g[2.379]
Training on Epoch 9 =>: 76%|██████████████████████████████████████████▎ | 161/213 [01:13<00:21, 2.40it/s]
>161, c[0.000,100], d[0.308,0.326], g[2.045]
Training on Epoch 9 =>: 76%|██████████████████████████████████████████▌ | 162/213 [01:13<00:20, 2.53it/s]
>162, c[0.003,100], d[0.316,0.552], g[1.794]
Training on Epoch 9 =>: 77%|██████████████████████████████████████████▊ | 163/213 [01:14<00:19, 2.60it/s]
>163, c[0.000,100], d[0.412,0.141], g[1.719]
Training on Epoch 9 =>: 77%|███████████████████████████████████████████ | 164/213 [01:14<00:18, 2.71it/s]
>164, c[0.001,100], d[0.405,0.286], g[1.626]
Training on Epoch 9 =>: 77%|███████████████████████████████████████████▍ | 165/213 [01:14<00:17, 2.73it/s]
>165, c[0.001,100], d[0.894,0.275], g[1.577]
Training on Epoch 9 =>: 78%|███████████████████████████████████████████▋ | 166/213 [01:15<00:17, 2.69it/s]
>166, c[0.001,100], d[0.521,0.228], g[1.838]
Training on Epoch 9 =>: 78%|███████████████████████████████████████████▉ | 167/213 [01:15<00:17, 2.63it/s]
>167, c[0.001,100], d[0.300,0.296], g[2.111]
Training on Epoch 9 =>: 79%|████████████████████████████████████████████▏ | 168/213 [01:16<00:17, 2.61it/s]
>168, c[0.000,100], d[0.471,0.200], g[1.689]
Training on Epoch 9 =>: 79%|████████████████████████████████████████████▍ | 169/213 [01:16<00:16, 2.64it/s]
>169, c[0.001,100], d[0.566,0.227], g[1.785]
Training on Epoch 9 =>: 80%|████████████████████████████████████████████▋ | 170/213 [01:16<00:15, 2.71it/s]
>170, c[0.005,100], d[0.429,0.318], g[1.493]
Training on Epoch 9 =>: 80%|████████████████████████████████████████████▉ | 171/213 [01:17<00:15, 2.75it/s]
>171, c[0.001,100], d[0.375,0.222], g[1.453]
Training on Epoch 9 =>: 81%|█████████████████████████████████████████████▏ | 172/213 [01:17<00:14, 2.82it/s]
>172, c[0.000,100], d[0.910,0.420], g[1.377]
Training on Epoch 9 =>: 81%|█████████████████████████████████████████████▍ | 173/213 [01:17<00:14, 2.72it/s]
>173, c[0.001,100], d[0.478,0.768], g[0.919]
Training on Epoch 9 =>: 82%|█████████████████████████████████████████████▋ | 174/213 [01:18<00:14, 2.60it/s]
>174, c[0.001,100], d[0.225,0.543], g[1.466]
Training on Epoch 9 =>: 82%|██████████████████████████████████████████████ | 175/213 [01:18<00:14, 2.66it/s]
>175, c[0.001,100], d[0.495,0.191], g[2.087]
Training on Epoch 9 =>: 83%|██████████████████████████████████████████████▎ | 176/213 [01:18<00:13, 2.69it/s]
>176, c[0.010,100], d[0.431,0.436], g[2.074]
Training on Epoch 9 =>: 83%|██████████████████████████████████████████████▌ | 177/213 [01:19<00:13, 2.72it/s]
>177, c[0.001,100], d[0.769,0.416], g[1.873]
Training on Epoch 9 =>: 84%|██████████████████████████████████████████████▊ | 178/213 [01:19<00:12, 2.74it/s]
>178, c[0.005,100], d[0.356,0.193], g[1.045]
Training on Epoch 9 =>: 84%|███████████████████████████████████████████████ | 179/213 [01:20<00:12, 2.74it/s]
>179, c[0.001,100], d[0.173,1.339], g[1.833]
Training on Epoch 9 =>: 85%|███████████████████████████████████████████████▎ | 180/213 [01:20<00:11, 2.75it/s]
>180, c[0.001,100], d[0.037,0.373], g[2.525]
Training on Epoch 9 =>: 85%|███████████████████████████████████████████████▌ | 181/213 [01:20<00:11, 2.79it/s]
>181, c[0.000,100], d[1.198,0.603], g[1.769]
Training on Epoch 9 =>: 85%|███████████████████████████████████████████████▊ | 182/213 [01:21<00:10, 2.82it/s]
>182, c[0.003,100], d[0.375,1.053], g[2.359]
Training on Epoch 9 =>: 86%|████████████████████████████████████████████████ | 183/213 [01:21<00:10, 2.86it/s]
>183, c[0.002,100], d[0.220,0.124], g[2.639]
Training on Epoch 9 =>: 86%|████████████████████████████████████████████████▍ | 184/213 [01:21<00:09, 2.92it/s]
>184, c[0.162,83], d[1.048,0.303], g[1.529]
Training on Epoch 9 =>: 87%|████████████████████████████████████████████████▋ | 185/213 [01:22<00:09, 2.92it/s]
>185, c[0.000,100], d[0.079,0.214], g[2.206]
Training on Epoch 9 =>: 87%|████████████████████████████████████████████████▉ | 186/213 [01:22<00:09, 2.92it/s]
>186, c[0.001,100], d[0.973,0.286], g[1.694]
Training on Epoch 9 =>: 88%|█████████████████████████████████████████████████▏ | 187/213 [01:22<00:08, 2.89it/s]
>187, c[0.000,100], d[0.148,2.546], g[1.335]
Training on Epoch 9 =>: 88%|█████████████████████████████████████████████████▍ | 188/213 [01:23<00:09, 2.72it/s]
>188, c[0.008,100], d[0.489,0.387], g[1.757]
Training on Epoch 9 =>: 89%|█████████████████████████████████████████████████▋ | 189/213 [01:23<00:10, 2.32it/s]
>189, c[0.007,100], d[0.546,0.165], g[1.638]
Training on Epoch 9 =>: 89%|█████████████████████████████████████████████████▉ | 190/213 [01:24<00:11, 2.02it/s]
>190, c[0.007,100], d[0.544,0.380], g[1.433]
Training on Epoch 9 =>: 90%|██████████████████████████████████████████████████▏ | 191/213 [01:24<00:09, 2.21it/s]
>191, c[0.000,100], d[0.534,0.599], g[1.625]
Training on Epoch 9 =>: 90%|██████████████████████████████████████████████████▍ | 192/213 [01:25<00:08, 2.34it/s]
>192, c[0.000,100], d[0.115,0.875], g[1.509]
Training on Epoch 9 =>: 91%|██████████████████████████████████████████████████▋ | 193/213 [01:25<00:08, 2.41it/s]
>193, c[0.002,100], d[0.823,0.302], g[1.779]
Training on Epoch 9 =>: 91%|███████████████████████████████████████████████████ | 194/213 [01:25<00:07, 2.46it/s]
>194, c[0.018,100], d[0.556,0.271], g[1.392]
Training on Epoch 9 =>: 92%|███████████████████████████████████████████████████▎ | 195/213 [01:26<00:07, 2.53it/s]
>195, c[0.000,100], d[0.524,0.253], g[1.196]
Training on Epoch 9 =>: 92%|███████████████████████████████████████████████████▌ | 196/213 [01:27<00:08, 2.05it/s]
>196, c[0.008,100], d[0.255,0.696], g[1.521]
Training on Epoch 9 =>: 92%|███████████████████████████████████████████████████▊ | 197/213 [01:27<00:09, 1.67it/s]
>197, c[0.005,100], d[0.255,0.335], g[1.926]
Training on Epoch 9 =>: 93%|████████████████████████████████████████████████████ | 198/213 [01:28<00:09, 1.65it/s]
>198, c[0.004,100], d[0.050,0.176], g[2.278]
Training on Epoch 9 =>: 93%|████████████████████████████████████████████████████▎ | 199/213 [01:28<00:07, 1.84it/s]
>199, c[0.006,100], d[0.698,0.298], g[2.042]
Training on Epoch 9 =>: 94%|████████████████████████████████████████████████████▌ | 200/213 [01:29<00:06, 2.05it/s]
>200, c[0.008,100], d[0.060,0.291], g[1.865]
Training on Epoch 9 =>: 94%|████████████████████████████████████████████████████▊ | 201/213 [01:29<00:06, 1.78it/s]
>201, c[0.022,100], d[0.661,0.433], g[1.455]
Training on Epoch 9 =>: 95%|█████████████████████████████████████████████████████ | 202/213 [01:30<00:06, 1.68it/s]
>202, c[0.340,67], d[0.808,0.343], g[1.804]
Training on Epoch 9 =>: 95%|█████████████████████████████████████████████████████▎ | 203/213 [01:31<00:05, 1.79it/s]
>203, c[0.057,100], d[1.511,0.264], g[1.070]
Training on Epoch 9 =>: 96%|█████████████████████████████████████████████████████▋ | 204/213 [01:31<00:05, 1.65it/s]
>204, c[0.003,100], d[0.106,0.696], g[1.324]
Training on Epoch 9 =>: 96%|█████████████████████████████████████████████████████▉ | 205/213 [01:32<00:04, 1.60it/s]
>205, c[0.000,100], d[0.369,0.281], g[1.855]
Training on Epoch 9 =>: 97%|██████████████████████████████████████████████████████▏ | 206/213 [01:33<00:04, 1.58it/s]
>206, c[0.001,100], d[0.147,0.352], g[1.762]
Training on Epoch 9 =>: 97%|██████████████████████████████████████████████████████▍ | 207/213 [01:33<00:03, 1.77it/s]
>207, c[0.010,100], d[0.352,0.344], g[1.515]
Training on Epoch 9 =>: 98%|██████████████████████████████████████████████████████▋ | 208/213 [01:33<00:02, 1.93it/s]
>208, c[0.004,100], d[0.297,0.254], g[1.295]
Training on Epoch 9 =>: 98%|██████████████████████████████████████████████████████▉ | 209/213 [01:34<00:01, 2.05it/s]
>209, c[0.092,100], d[0.684,0.745], g[1.431]
Training on Epoch 9 =>: 99%|███████████████████████████████████████████████████████▏| 210/213 [01:34<00:01, 2.17it/s]
>210, c[0.002,100], d[0.914,0.871], g[1.448]
Training on Epoch 9 =>: 99%|███████████████████████████████████████████████████████▍| 211/213 [01:35<00:01, 1.87it/s]
>211, c[0.001,100], d[0.423,0.508], g[1.134]
Training on Epoch 9 =>: 100%|███████████████████████████████████████████████████████▋| 212/213 [01:36<00:00, 1.72it/s]
>212, c[0.013,100], d[0.293,0.231], g[1.902]
Training on Epoch 9 =>: 100%|████████████████████████████████████████████████████████| 213/213 [01:36<00:00, 2.20it/s]
>213, c[0.033,100], d[0.582,0.272], g[1.881]
EPOCHS =>: 18%|████████████▉ | 9/50 [11:24<57:52, 84.70s/it]
Classifier Accuracy: 98.754%, Precision: 0.988%, Recall: 0.988%
Training on Epoch 10 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 10 =>: 0%|▎ | 1/213 [00:00<01:22, 2.58it/s]
>1, c[0.042,98], d[1.219,0.396], g[1.379]
Training on Epoch 10 =>: 1%|▌ | 2/213 [00:00<01:35, 2.20it/s]
>2, c[0.007,100], d[0.235,0.309], g[1.483]
Training on Epoch 10 =>: 1%|▊ | 3/213 [00:01<01:28, 2.39it/s]
>3, c[0.143,100], d[0.230,0.393], g[1.302]
Training on Epoch 10 =>: 2%|█ | 4/213 [00:01<01:27, 2.40it/s]
>4, c[0.007,100], d[0.145,0.247], g[1.784]
Training on Epoch 10 =>: 2%|█▎ | 5/213 [00:02<01:48, 1.92it/s]
>5, c[1.186,83], d[0.379,0.195], g[2.094]
Training on Epoch 10 =>: 3%|█▌ | 6/213 [00:02<01:42, 2.01it/s]
>6, c[0.002,100], d[0.138,0.189], g[2.179]
Training on Epoch 10 =>: 3%|█▊ | 7/213 [00:03<01:36, 2.14it/s]
>7, c[0.003,100], d[0.389,0.269], g[1.529]
Training on Epoch 10 =>: 4%|██▏ | 8/213 [00:03<01:31, 2.24it/s]
>8, c[0.015,100], d[0.271,0.835], g[2.439]
Training on Epoch 10 =>: 4%|██▍ | 9/213 [00:04<01:27, 2.32it/s]
>9, c[0.010,100], d[0.625,0.204], g[1.269]
Training on Epoch 10 =>: 5%|██▋ | 10/213 [00:04<01:43, 1.97it/s]
>10, c[0.032,100], d[0.478,0.421], g[1.688]
Training on Epoch 10 =>: 5%|██▉ | 11/213 [00:05<01:37, 2.08it/s]
>11, c[0.085,100], d[0.576,1.004], g[1.263]
Training on Epoch 10 =>: 6%|███▏ | 12/213 [00:05<01:31, 2.20it/s]
>12, c[0.022,100], d[0.477,0.846], g[1.342]
Training on Epoch 10 =>: 6%|███▍ | 13/213 [00:05<01:26, 2.30it/s]
>13, c[0.007,100], d[0.452,0.655], g[1.616]
Training on Epoch 10 =>: 7%|███▋ | 14/213 [00:06<01:23, 2.38it/s]
>14, c[0.001,100], d[0.188,0.083], g[1.416]
Training on Epoch 10 =>: 7%|███▉ | 15/213 [00:06<01:20, 2.45it/s]
>15, c[0.001,100], d[0.203,0.460], g[2.949]
Training on Epoch 10 =>: 8%|████▏ | 16/213 [00:07<01:20, 2.44it/s]
>16, c[0.000,100], d[0.546,1.079], g[1.646]
Training on Epoch 10 =>: 8%|████▍ | 17/213 [00:07<01:18, 2.49it/s]
>17, c[0.032,100], d[0.493,3.195], g[1.454]
Training on Epoch 10 =>: 8%|████▋ | 18/213 [00:07<01:17, 2.51it/s]
>18, c[0.022,100], d[0.447,0.396], g[2.171]
Training on Epoch 10 =>: 9%|████▉ | 19/213 [00:08<01:15, 2.57it/s]
>19, c[0.001,100], d[0.460,0.545], g[1.690]
Training on Epoch 10 =>: 9%|█████▎ | 20/213 [00:08<01:14, 2.58it/s]
>20, c[0.003,100], d[0.451,0.548], g[1.635]
Training on Epoch 10 =>: 10%|█████▌ | 21/213 [00:09<01:15, 2.56it/s]
>21, c[0.007,100], d[0.499,0.273], g[1.777]
Training on Epoch 10 =>: 10%|█████▊ | 22/213 [00:09<01:14, 2.57it/s]
>22, c[0.012,100], d[0.830,0.336], g[1.646]
Training on Epoch 10 =>: 11%|██████ | 23/213 [00:09<01:15, 2.52it/s]
>23, c[0.022,100], d[0.439,0.417], g[1.114]
Training on Epoch 10 =>: 11%|██████▎ | 24/213 [00:10<01:13, 2.59it/s]
>24, c[0.001,100], d[0.251,0.475], g[1.689]
Training on Epoch 10 =>: 12%|██████▌ | 25/213 [00:10<01:13, 2.55it/s]
>25, c[0.001,100], d[0.204,0.217], g[1.671]
Training on Epoch 10 =>: 12%|██████▊ | 26/213 [00:10<01:13, 2.53it/s]
>26, c[0.002,100], d[0.466,0.140], g[1.760]
Training on Epoch 10 =>: 13%|███████ | 27/213 [00:11<01:14, 2.50it/s]
>27, c[0.000,100], d[0.112,0.161], g[1.966]
Training on Epoch 10 =>: 13%|███████▎ | 28/213 [00:11<01:13, 2.51it/s]
>28, c[0.003,100], d[0.555,0.196], g[1.394]
Training on Epoch 10 =>: 14%|███████▌ | 29/213 [00:12<01:12, 2.53it/s]
>29, c[0.005,100], d[0.179,0.747], g[1.918]
Training on Epoch 10 =>: 14%|███████▉ | 30/213 [00:12<01:11, 2.56it/s]
>30, c[0.000,100], d[0.436,0.242], g[1.604]
Training on Epoch 10 =>: 15%|████████▏ | 31/213 [00:12<01:12, 2.50it/s]
>31, c[0.005,100], d[0.774,0.630], g[1.306]
Training on Epoch 10 =>: 15%|████████▍ | 32/213 [00:13<01:12, 2.51it/s]
>32, c[0.013,100], d[0.352,0.510], g[2.592]
Training on Epoch 10 =>: 15%|████████▋ | 33/213 [00:13<01:10, 2.56it/s]
>33, c[0.000,100], d[0.220,0.233], g[2.543]
Training on Epoch 10 =>: 16%|████████▉ | 34/213 [00:14<01:10, 2.53it/s]
>34, c[0.004,100], d[0.330,0.330], g[2.222]
Training on Epoch 10 =>: 16%|█████████▏ | 35/213 [00:14<01:09, 2.55it/s]
>35, c[0.027,100], d[0.402,0.350], g[1.648]
Training on Epoch 10 =>: 17%|█████████▍ | 36/213 [00:15<01:18, 2.24it/s]
>36, c[0.002,100], d[0.458,0.317], g[1.647]
Training on Epoch 10 =>: 17%|█████████▋ | 37/213 [00:15<01:16, 2.31it/s]
>37, c[0.002,100], d[0.083,0.247], g[2.123]
Training on Epoch 10 =>: 18%|█████████▉ | 38/213 [00:16<01:23, 2.08it/s]
>38, c[0.000,100], d[0.179,0.512], g[1.807]
Training on Epoch 10 =>: 18%|██████████▎ | 39/213 [00:16<01:32, 1.87it/s]
>39, c[0.001,100], d[0.332,0.175], g[2.552]
Training on Epoch 10 =>: 19%|██████████▌ | 40/213 [00:17<01:24, 2.04it/s]
>40, c[0.000,100], d[0.328,0.341], g[2.128]
Training on Epoch 10 =>: 19%|██████████▊ | 41/213 [00:17<01:20, 2.13it/s]
>41, c[0.000,100], d[0.832,0.636], g[1.828]
Training on Epoch 10 =>: 20%|███████████ | 42/213 [00:18<01:23, 2.04it/s]
>42, c[0.003,100], d[0.753,0.288], g[1.934]
Training on Epoch 10 =>: 20%|███████████▎ | 43/213 [00:18<01:32, 1.84it/s]
>43, c[0.000,100], d[0.100,0.396], g[2.357]
Training on Epoch 10 =>: 21%|███████████▌ | 44/213 [00:19<01:24, 1.99it/s]
>44, c[0.001,100], d[0.434,0.146], g[2.196]
Training on Epoch 10 =>: 21%|███████████▊ | 45/213 [00:19<01:29, 1.88it/s]
>45, c[0.050,100], d[0.166,0.606], g[1.474]
Training on Epoch 10 =>: 22%|████████████ | 46/213 [00:20<01:35, 1.74it/s]
>46, c[0.000,100], d[0.331,0.221], g[2.373]
Training on Epoch 10 =>: 22%|████████████▎ | 47/213 [00:20<01:27, 1.91it/s]
>47, c[0.001,100], d[0.282,0.145], g[2.067]
Training on Epoch 10 =>: 23%|████████████▌ | 48/213 [00:21<01:20, 2.04it/s]
>48, c[0.001,100], d[0.736,0.172], g[1.941]
Training on Epoch 10 =>: 23%|████████████▉ | 49/213 [00:21<01:15, 2.16it/s]
>49, c[0.005,100], d[0.174,0.202], g[1.808]
Training on Epoch 10 =>: 23%|█████████████▏ | 50/213 [00:22<01:23, 1.95it/s]
>50, c[0.002,100], d[0.036,0.174], g[2.127]
Training on Epoch 10 =>: 24%|█████████████▍ | 51/213 [00:22<01:17, 2.09it/s]
>51, c[0.000,100], d[1.091,0.328], g[1.468]
Training on Epoch 10 =>: 24%|█████████████▋ | 52/213 [00:23<01:13, 2.19it/s]
>52, c[0.002,100], d[0.083,0.205], g[1.672]
Training on Epoch 10 =>: 25%|█████████████▉ | 53/213 [00:23<01:11, 2.24it/s]
>53, c[0.000,100], d[0.443,0.318], g[2.048]
Training on Epoch 10 =>: 25%|██████████████▏ | 54/213 [00:24<01:19, 2.00it/s]
>54, c[0.002,100], d[0.026,0.140], g[2.264]
Training on Epoch 10 =>: 26%|██████████████▍ | 55/213 [00:24<01:14, 2.11it/s]
>55, c[0.011,100], d[0.043,0.114], g[2.465]
Training on Epoch 10 =>: 26%|██████████████▋ | 56/213 [00:25<01:19, 1.98it/s]
>56, c[0.000,100], d[0.184,0.191], g[1.766]
Training on Epoch 10 =>: 27%|██████████████▉ | 57/213 [00:25<01:14, 2.10it/s]
>57, c[0.004,100], d[0.183,0.231], g[1.819]
Training on Epoch 10 =>: 27%|███████████████▏ | 58/213 [00:26<01:20, 1.93it/s]
>58, c[0.001,100], d[1.659,0.217], g[2.381]
Training on Epoch 10 =>: 28%|███████████████▌ | 59/213 [00:26<01:14, 2.05it/s]
>59, c[0.052,100], d[1.137,0.833], g[1.049]
Training on Epoch 10 =>: 28%|███████████████▊ | 60/213 [00:27<01:18, 1.96it/s]
>60, c[0.029,100], d[0.453,0.623], g[0.952]
Training on Epoch 10 =>: 29%|████████████████ | 61/213 [00:27<01:13, 2.06it/s]
>61, c[0.017,100], d[1.024,1.544], g[1.042]
Training on Epoch 10 =>: 29%|████████████████▎ | 62/213 [00:28<01:17, 1.94it/s]
>62, c[0.025,100], d[0.226,0.848], g[1.227]
Training on Epoch 10 =>: 30%|████████████████▌ | 63/213 [00:28<01:12, 2.06it/s]
>63, c[0.032,100], d[0.187,1.172], g[1.534]
Training on Epoch 10 =>: 30%|████████████████▊ | 64/213 [00:28<01:07, 2.22it/s]
>64, c[0.003,100], d[0.956,0.430], g[1.479]
Training on Epoch 10 =>: 31%|█████████████████ | 65/213 [00:29<01:12, 2.05it/s]
>65, c[0.002,100], d[0.411,0.445], g[1.791]
Training on Epoch 10 =>: 31%|█████████████████▎ | 66/213 [00:30<01:19, 1.86it/s]
>66, c[0.021,100], d[0.671,0.782], g[1.849]
Training on Epoch 10 =>: 31%|█████████████████▌ | 67/213 [00:30<01:17, 1.88it/s]
>67, c[0.008,100], d[0.432,0.480], g[1.981]
Training on Epoch 10 =>: 32%|█████████████████▉ | 68/213 [00:31<01:21, 1.77it/s]
>68, c[0.001,100], d[0.059,0.122], g[2.238]
Training on Epoch 10 =>: 32%|██████████████████▏ | 69/213 [00:31<01:15, 1.91it/s]
>69, c[0.008,100], d[0.426,0.457], g[1.616]
Training on Epoch 10 =>: 33%|██████████████████▍ | 70/213 [00:32<01:09, 2.05it/s]
>70, c[0.000,100], d[0.575,0.344], g[1.828]
Training on Epoch 10 =>: 33%|██████████████████▋ | 71/213 [00:32<01:05, 2.17it/s]
>71, c[0.002,100], d[0.155,0.171], g[1.841]
Training on Epoch 10 =>: 34%|██████████████████▉ | 72/213 [00:32<01:02, 2.24it/s]
>72, c[0.029,100], d[0.016,0.097], g[2.585]
Training on Epoch 10 =>: 34%|███████████████████▏ | 73/213 [00:33<00:59, 2.33it/s]
>73, c[0.000,100], d[0.510,0.141], g[2.100]
Training on Epoch 10 =>: 35%|███████████████████▍ | 74/213 [00:33<00:58, 2.37it/s]
>74, c[0.004,100], d[0.550,0.220], g[1.814]
Training on Epoch 10 =>: 35%|███████████████████▋ | 75/213 [00:34<01:05, 2.10it/s]
>75, c[0.001,100], d[0.126,0.326], g[1.894]
Training on Epoch 10 =>: 36%|███████████████████▉ | 76/213 [00:34<01:04, 2.12it/s]
>76, c[0.004,100], d[0.255,0.625], g[2.799]
Training on Epoch 10 =>: 36%|████████████████████▏ | 77/213 [00:35<01:01, 2.22it/s]
>77, c[0.000,100], d[0.361,0.090], g[2.214]
Training on Epoch 10 =>: 37%|████████████████████▌ | 78/213 [00:35<01:08, 1.98it/s]
>78, c[0.001,100], d[0.191,0.104], g[2.285]
Training on Epoch 10 =>: 37%|████████████████████▊ | 79/213 [00:36<01:07, 1.98it/s]
>79, c[0.000,100], d[0.721,0.387], g[1.572]
Training on Epoch 10 =>: 38%|█████████████████████ | 80/213 [00:36<01:02, 2.11it/s]
>80, c[0.000,100], d[0.032,0.163], g[2.484]
Training on Epoch 10 =>: 38%|█████████████████████▎ | 81/213 [00:37<01:00, 2.20it/s]
>81, c[0.001,100], d[0.192,0.110], g[2.956]
Training on Epoch 10 =>: 38%|█████████████████████▌ | 82/213 [00:37<00:57, 2.26it/s]
>82, c[0.004,100], d[0.051,0.128], g[2.208]
Training on Epoch 10 =>: 39%|█████████████████████▊ | 83/213 [00:38<00:57, 2.28it/s]
>83, c[0.006,100], d[0.434,0.115], g[1.705]
Training on Epoch 10 =>: 39%|██████████████████████ | 84/213 [00:38<01:00, 2.14it/s]
>84, c[0.001,100], d[0.063,0.156], g[1.438]
Training on Epoch 10 =>: 40%|██████████████████████▎ | 85/213 [00:38<00:57, 2.22it/s]
>85, c[0.002,100], d[1.094,0.197], g[1.881]
Training on Epoch 10 =>: 40%|██████████████████████▌ | 86/213 [00:39<00:55, 2.29it/s]
>86, c[0.014,100], d[0.009,0.238], g[2.145]
Training on Epoch 10 =>: 41%|██████████████████████▊ | 87/213 [00:40<01:05, 1.94it/s]
>87, c[0.000,100], d[0.322,0.407], g[1.906]
Training on Epoch 10 =>: 41%|███████████████████████▏ | 88/213 [00:40<01:02, 1.99it/s]
>88, c[0.026,100], d[0.080,0.214], g[2.786]
Training on Epoch 10 =>: 42%|███████████████████████▍ | 89/213 [00:41<01:03, 1.95it/s]
>89, c[0.000,100], d[0.454,0.132], g[3.146]
Training on Epoch 10 =>: 42%|███████████████████████▋ | 90/213 [00:41<01:08, 1.78it/s]
>90, c[0.002,100], d[0.867,0.231], g[2.346]
Training on Epoch 10 =>: 43%|███████████████████████▉ | 91/213 [00:42<01:11, 1.69it/s]
>91, c[0.059,100], d[0.040,0.468], g[1.970]
Training on Epoch 10 =>: 43%|████████████████████████▏ | 92/213 [00:43<01:14, 1.63it/s]
>92, c[0.000,100], d[0.478,0.295], g[1.955]
Training on Epoch 10 =>: 44%|████████████████████████▍ | 93/213 [00:43<01:16, 1.58it/s]
>93, c[0.005,100], d[0.429,1.126], g[2.281]
Training on Epoch 10 =>: 44%|████████████████████████▋ | 94/213 [00:44<01:16, 1.56it/s]
>94, c[0.000,100], d[0.148,0.395], g[3.178]
Training on Epoch 10 =>: 45%|████████████████████████▉ | 95/213 [00:45<01:17, 1.53it/s]
>95, c[0.001,100], d[0.711,0.133], g[1.577]
Training on Epoch 10 =>: 45%|█████████████████████████▏ | 96/213 [00:45<01:08, 1.71it/s]
>96, c[0.000,100], d[0.391,0.399], g[1.016]
Training on Epoch 10 =>: 46%|█████████████████████████▌ | 97/213 [00:46<01:07, 1.72it/s]
>97, c[0.032,100], d[0.323,0.533], g[1.566]
Training on Epoch 10 =>: 46%|█████████████████████████▊ | 98/213 [00:46<01:09, 1.66it/s]
>98, c[0.000,100], d[0.066,0.263], g[2.301]
Training on Epoch 10 =>: 46%|██████████████████████████ | 99/213 [00:47<01:11, 1.59it/s]
>99, c[0.001,100], d[0.715,0.161], g[2.007]
Training on Epoch 10 =>: 47%|█████████████████████████▊ | 100/213 [00:48<01:12, 1.56it/s]
>100, c[0.002,100], d[0.358,0.274], g[1.618]
Training on Epoch 10 =>: 47%|██████████████████████████ | 101/213 [00:48<01:13, 1.53it/s]
>101, c[0.000,100], d[0.289,0.224], g[2.416]
Training on Epoch 10 =>: 48%|██████████████████████████▎ | 102/213 [00:49<01:13, 1.52it/s]
>102, c[0.000,100], d[1.012,0.454], g[1.672]
Training on Epoch 10 =>: 48%|██████████████████████████▌ | 103/213 [00:50<01:12, 1.52it/s]
>103, c[0.000,100], d[0.032,0.166], g[1.351]
Training on Epoch 10 =>: 49%|██████████████████████████▊ | 104/213 [00:50<01:13, 1.49it/s]
>104, c[0.001,100], d[0.135,0.171], g[1.831]
Training on Epoch 10 =>: 49%|███████████████████████████ | 105/213 [00:51<01:11, 1.51it/s]
>105, c[0.000,100], d[0.567,0.296], g[1.775]
Training on Epoch 10 =>: 50%|███████████████████████████▎ | 106/213 [00:52<01:06, 1.62it/s]
>106, c[0.001,100], d[0.056,0.140], g[1.644]
Training on Epoch 10 =>: 50%|███████████████████████████▋ | 107/213 [00:52<00:59, 1.79it/s]
>107, c[0.005,100], d[0.402,0.143], g[1.332]
Training on Epoch 10 =>: 51%|███████████████████████████▉ | 108/213 [00:53<00:59, 1.78it/s]
>108, c[0.000,100], d[0.462,0.495], g[2.381]
Training on Epoch 10 =>: 51%|████████████████████████████▏ | 109/213 [00:53<00:56, 1.83it/s]
>109, c[0.000,100], d[0.811,0.405], g[1.520]
Training on Epoch 10 =>: 52%|████████████████████████████▍ | 110/213 [00:54<00:59, 1.72it/s]
>110, c[0.019,100], d[0.648,0.313], g[1.144]
Training on Epoch 10 =>: 52%|████████████████████████████▋ | 111/213 [00:54<01:02, 1.64it/s]
>111, c[0.004,100], d[0.466,1.172], g[1.790]
Training on Epoch 10 =>: 53%|████████████████████████████▉ | 112/213 [00:55<00:54, 1.86it/s]
>112, c[0.013,100], d[0.661,0.678], g[1.955]
Training on Epoch 10 =>: 53%|█████████████████████████████▏ | 113/213 [00:55<00:49, 2.04it/s]
>113, c[0.009,100], d[0.411,0.533], g[2.237]
Training on Epoch 10 =>: 54%|█████████████████████████████▍ | 114/213 [00:56<00:46, 2.15it/s]
>114, c[0.005,100], d[0.579,0.440], g[1.897]
Training on Epoch 10 =>: 54%|█████████████████████████████▋ | 115/213 [00:56<00:47, 2.08it/s]
>115, c[0.000,100], d[0.046,1.324], g[2.159]
Training on Epoch 10 =>: 54%|█████████████████████████████▉ | 116/213 [00:56<00:44, 2.17it/s]
>116, c[0.001,100], d[0.353,0.422], g[2.589]
Training on Epoch 10 =>: 55%|██████████████████████████████▏ | 117/213 [00:57<00:42, 2.26it/s]
>117, c[0.002,100], d[0.845,0.280], g[1.870]
Training on Epoch 10 =>: 55%|██████████████████████████████▍ | 118/213 [00:57<00:40, 2.33it/s]
>118, c[0.000,100], d[0.016,0.196], g[2.539]
Training on Epoch 10 =>: 56%|██████████████████████████████▋ | 119/213 [00:58<00:45, 2.06it/s]
>119, c[0.000,100], d[0.297,0.104], g[2.651]
Training on Epoch 10 =>: 56%|██████████████████████████████▉ | 120/213 [00:58<00:42, 2.20it/s]
>120, c[0.001,100], d[0.678,0.246], g[2.074]
Training on Epoch 10 =>: 57%|███████████████████████████████▏ | 121/213 [00:59<00:40, 2.28it/s]
>121, c[0.008,100], d[0.032,0.253], g[1.713]
Training on Epoch 10 =>: 57%|███████████████████████████████▌ | 122/213 [00:59<00:43, 2.08it/s]
>122, c[0.000,100], d[0.284,0.194], g[2.428]
Training on Epoch 10 =>: 58%|███████████████████████████████▊ | 123/213 [01:00<00:41, 2.19it/s]
>123, c[0.000,100], d[0.078,0.144], g[2.230]
Training on Epoch 10 =>: 58%|████████████████████████████████ | 124/213 [01:00<00:39, 2.27it/s]
>124, c[0.002,100], d[0.524,0.226], g[2.280]
Training on Epoch 10 =>: 59%|████████████████████████████████▎ | 125/213 [01:00<00:37, 2.33it/s]
>125, c[0.001,100], d[0.530,0.332], g[2.355]
Training on Epoch 10 =>: 59%|████████████████████████████████▌ | 126/213 [01:01<00:35, 2.44it/s]
>126, c[0.006,100], d[0.773,0.186], g[1.834]
Training on Epoch 10 =>: 60%|████████████████████████████████▊ | 127/213 [01:01<00:35, 2.44it/s]
>127, c[0.065,100], d[0.681,0.248], g[1.715]
Training on Epoch 10 =>: 60%|█████████████████████████████████ | 128/213 [01:02<00:34, 2.44it/s]
>128, c[0.005,100], d[0.438,0.584], g[1.650]
Training on Epoch 10 =>: 61%|█████████████████████████████████▎ | 129/213 [01:02<00:34, 2.42it/s]
>129, c[0.002,100], d[0.327,0.607], g[1.383]
Training on Epoch 10 =>: 61%|█████████████████████████████████▌ | 130/213 [01:02<00:34, 2.42it/s]
>130, c[0.003,100], d[0.408,0.325], g[1.935]
Training on Epoch 10 =>: 62%|█████████████████████████████████▊ | 131/213 [01:03<00:33, 2.42it/s]
>131, c[0.000,100], d[0.040,0.236], g[1.932]
Training on Epoch 10 =>: 62%|██████████████████████████████████ | 132/213 [01:03<00:33, 2.41it/s]
>132, c[0.003,100], d[0.150,0.283], g[2.524]
Training on Epoch 10 =>: 62%|██████████████████████████████████▎ | 133/213 [01:04<00:33, 2.41it/s]
>133, c[0.000,100], d[0.451,0.329], g[2.422]
Training on Epoch 10 =>: 63%|██████████████████████████████████▌ | 134/213 [01:04<00:33, 2.39it/s]
>134, c[0.000,100], d[0.156,0.195], g[1.955]
Training on Epoch 10 =>: 63%|██████████████████████████████████▊ | 135/213 [01:05<00:32, 2.37it/s]
>135, c[0.000,100], d[1.577,0.609], g[1.930]
Training on Epoch 10 =>: 64%|███████████████████████████████████ | 136/213 [01:05<00:32, 2.38it/s]
>136, c[0.001,100], d[0.354,0.477], g[1.572]
Training on Epoch 10 =>: 64%|███████████████████████████████████▍ | 137/213 [01:05<00:31, 2.38it/s]
>137, c[0.015,100], d[0.050,0.508], g[2.289]
Training on Epoch 10 =>: 65%|███████████████████████████████████▋ | 138/213 [01:06<00:34, 2.19it/s]
>138, c[0.005,100], d[0.695,0.273], g[1.975]
Training on Epoch 10 =>: 65%|███████████████████████████████████▉ | 139/213 [01:06<00:33, 2.20it/s]
>139, c[0.002,100], d[0.030,1.017], g[1.546]
Training on Epoch 10 =>: 66%|████████████████████████████████████▏ | 140/213 [01:07<00:32, 2.25it/s]
>140, c[0.000,100], d[0.492,0.068], g[2.807]
Training on Epoch 10 =>: 66%|████████████████████████████████████▍ | 141/213 [01:07<00:30, 2.33it/s]
>141, c[0.000,100], d[0.624,0.170], g[2.722]
Training on Epoch 10 =>: 67%|████████████████████████████████████▋ | 142/213 [01:08<00:30, 2.31it/s]
>142, c[0.000,100], d[0.312,0.118], g[2.028]
Training on Epoch 10 =>: 67%|████████████████████████████████████▉ | 143/213 [01:08<00:29, 2.35it/s]
>143, c[0.066,100], d[0.237,0.593], g[1.931]
Training on Epoch 10 =>: 68%|█████████████████████████████████████▏ | 144/213 [01:09<00:32, 2.15it/s]
>144, c[0.044,100], d[0.292,0.549], g[1.573]
Training on Epoch 10 =>: 68%|█████████████████████████████████████▍ | 145/213 [01:09<00:35, 1.90it/s]
>145, c[0.003,100], d[0.135,0.058], g[1.846]
Training on Epoch 10 =>: 69%|█████████████████████████████████████▋ | 146/213 [01:10<00:38, 1.76it/s]
>146, c[0.000,100], d[0.190,0.430], g[3.075]
Training on Epoch 10 =>: 69%|█████████████████████████████████████▉ | 147/213 [01:10<00:34, 1.92it/s]
>147, c[0.000,100], d[0.211,0.614], g[3.214]
Training on Epoch 10 =>: 69%|██████████████████████████████████████▏ | 148/213 [01:11<00:35, 1.83it/s]
>148, c[0.001,100], d[0.037,0.258], g[3.269]
Training on Epoch 10 =>: 70%|██████████████████████████████████████▍ | 149/213 [01:11<00:32, 1.97it/s]
>149, c[0.001,100], d[0.520,0.090], g[2.289]
Training on Epoch 10 =>: 70%|██████████████████████████████████████▋ | 150/213 [01:12<00:33, 1.89it/s]
>150, c[0.002,100], d[0.317,0.258], g[2.438]
Training on Epoch 10 =>: 71%|██████████████████████████████████████▉ | 151/213 [01:13<00:35, 1.73it/s]
>151, c[0.001,100], d[0.575,0.296], g[1.751]
Training on Epoch 10 =>: 71%|███████████████████████████████████████▏ | 152/213 [01:13<00:37, 1.64it/s]
>152, c[0.000,100], d[0.484,0.515], g[1.145]
Training on Epoch 10 =>: 72%|███████████████████████████████████████▌ | 153/213 [01:14<00:33, 1.80it/s]
>153, c[0.000,100], d[0.353,0.352], g[1.799]
Training on Epoch 10 =>: 72%|███████████████████████████████████████▊ | 154/213 [01:14<00:32, 1.81it/s]
>154, c[0.009,100], d[0.932,0.312], g[2.543]
Training on Epoch 10 =>: 73%|████████████████████████████████████████ | 155/213 [01:15<00:29, 1.98it/s]
>155, c[0.000,100], d[0.205,0.727], g[2.906]
Training on Epoch 10 =>: 73%|████████████████████████████████████████▎ | 156/213 [01:15<00:30, 1.86it/s]
>156, c[0.001,100], d[0.344,0.156], g[2.444]
Training on Epoch 10 =>: 74%|████████████████████████████████████████▌ | 157/213 [01:16<00:28, 1.99it/s]
>157, c[0.043,100], d[0.193,0.187], g[2.156]
Training on Epoch 10 =>: 74%|████████████████████████████████████████▊ | 158/213 [01:16<00:26, 2.08it/s]
>158, c[0.000,100], d[0.010,0.160], g[2.719]
Training on Epoch 10 =>: 75%|█████████████████████████████████████████ | 159/213 [01:17<00:28, 1.87it/s]
>159, c[0.000,100], d[0.168,0.081], g[2.757]
Training on Epoch 10 =>: 75%|█████████████████████████████████████████▎ | 160/213 [01:17<00:30, 1.74it/s]
>160, c[0.000,100], d[0.714,0.166], g[2.271]
Training on Epoch 10 =>: 76%|█████████████████████████████████████████▌ | 161/213 [01:18<00:27, 1.92it/s]
>161, c[0.036,100], d[0.203,0.577], g[2.030]
Training on Epoch 10 =>: 76%|█████████████████████████████████████████▊ | 162/213 [01:18<00:28, 1.82it/s]
>162, c[0.000,100], d[0.471,0.802], g[1.942]
Training on Epoch 10 =>: 77%|██████████████████████████████████████████ | 163/213 [01:19<00:29, 1.72it/s]
>163, c[0.000,100], d[0.049,0.212], g[2.314]
Training on Epoch 10 =>: 77%|██████████████████████████████████████████▎ | 164/213 [01:20<00:27, 1.78it/s]
>164, c[0.002,100], d[0.571,0.459], g[3.111]
Training on Epoch 10 =>: 77%|██████████████████████████████████████████▌ | 165/213 [01:20<00:26, 1.84it/s]
>165, c[0.000,100], d[0.422,0.106], g[2.310]
Training on Epoch 10 =>: 78%|██████████████████████████████████████████▊ | 166/213 [01:21<00:27, 1.71it/s]
>166, c[0.001,100], d[0.350,0.135], g[1.964]
Training on Epoch 10 =>: 78%|███████████████████████████████████████████ | 167/213 [01:21<00:24, 1.85it/s]
>167, c[0.000,100], d[0.171,0.309], g[1.785]
Training on Epoch 10 =>: 79%|███████████████████████████████████████████▍ | 168/213 [01:22<00:24, 1.82it/s]
>168, c[0.000,100], d[0.721,1.074], g[1.922]
Training on Epoch 10 =>: 79%|███████████████████████████████████████████▋ | 169/213 [01:22<00:21, 2.00it/s]
>169, c[0.001,100], d[0.184,0.249], g[2.601]
Training on Epoch 10 =>: 80%|███████████████████████████████████████████▉ | 170/213 [01:23<00:20, 2.13it/s]
>170, c[0.000,100], d[0.550,0.086], g[2.810]
Training on Epoch 10 =>: 80%|████████████████████████████████████████████▏ | 171/213 [01:23<00:19, 2.20it/s]
>171, c[0.008,100], d[0.380,0.298], g[2.496]
Training on Epoch 10 =>: 81%|████████████████████████████████████████████▍ | 172/213 [01:24<00:20, 1.96it/s]
>172, c[0.000,100], d[0.519,0.549], g[1.015]
Training on Epoch 10 =>: 81%|████████████████████████████████████████████▋ | 173/213 [01:24<00:20, 1.97it/s]
>173, c[0.011,100], d[1.050,0.860], g[1.185]
Training on Epoch 10 =>: 82%|████████████████████████████████████████████▉ | 174/213 [01:25<00:18, 2.10it/s]
>174, c[0.006,100], d[0.071,0.576], g[1.744]
Training on Epoch 10 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [01:25<00:17, 2.18it/s]
>175, c[0.002,100], d[0.038,0.266], g[2.156]
Training on Epoch 10 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [01:26<00:17, 2.09it/s]
>176, c[0.030,100], d[0.208,0.134], g[2.489]
Training on Epoch 10 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [01:26<00:19, 1.88it/s]
>177, c[0.001,100], d[0.340,0.638], g[2.229]
Training on Epoch 10 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [01:27<00:18, 1.90it/s]
>178, c[0.000,100], d[0.359,0.204], g[2.124]
Training on Epoch 10 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [01:27<00:19, 1.76it/s]
>179, c[0.031,100], d[0.131,0.234], g[2.094]
Training on Epoch 10 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [01:28<00:17, 1.92it/s]
>180, c[0.000,100], d[0.229,0.085], g[2.430]
Training on Epoch 10 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [01:28<00:15, 2.03it/s]
>181, c[0.000,100], d[0.306,0.355], g[1.872]
Training on Epoch 10 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:29<00:14, 2.14it/s]
>182, c[0.000,100], d[0.085,0.316], g[2.573]
Training on Epoch 10 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:29<00:15, 1.95it/s]
>183, c[0.002,100], d[0.307,0.253], g[2.808]
Training on Epoch 10 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:30<00:13, 2.09it/s]
>184, c[0.001,100], d[0.219,0.660], g[2.209]
Training on Epoch 10 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:30<00:14, 1.94it/s]
>185, c[0.001,100], d[0.511,0.287], g[2.677]
Training on Epoch 10 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:31<00:12, 2.08it/s]
>186, c[0.000,100], d[0.020,0.515], g[3.649]
Training on Epoch 10 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:31<00:13, 1.94it/s]
>187, c[0.009,100], d[0.740,0.076], g[2.332]
Training on Epoch 10 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:32<00:12, 2.04it/s]
>188, c[0.001,100], d[0.205,0.408], g[2.968]
Training on Epoch 10 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:32<00:12, 1.92it/s]
>189, c[0.001,100], d[0.769,0.816], g[2.600]
Training on Epoch 10 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:33<00:12, 1.78it/s]
>190, c[0.001,100], d[0.733,0.480], g[3.185]
Training on Epoch 10 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:33<00:11, 1.92it/s]
>191, c[0.000,100], d[0.176,0.341], g[2.228]
Training on Epoch 10 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:34<00:10, 2.06it/s]
>192, c[0.033,100], d[0.217,0.227], g[2.617]
Training on Epoch 10 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:34<00:09, 2.08it/s]
>193, c[0.000,100], d[0.138,0.156], g[2.293]
Training on Epoch 10 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:35<00:10, 1.82it/s]
>194, c[0.066,100], d[0.647,0.275], g[1.909]
Training on Epoch 10 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:36<00:10, 1.71it/s]
>195, c[0.000,100], d[0.349,0.716], g[2.316]
Training on Epoch 10 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:36<00:10, 1.63it/s]
>196, c[0.000,100], d[0.156,1.226], g[3.122]
Training on Epoch 10 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:37<00:08, 1.79it/s]
>197, c[0.002,100], d[0.610,0.076], g[2.502]
Training on Epoch 10 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:37<00:08, 1.75it/s]
>198, c[0.001,100], d[0.092,0.763], g[3.018]
Training on Epoch 10 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:38<00:08, 1.69it/s]
>199, c[0.000,100], d[0.294,0.099], g[3.021]
Training on Epoch 10 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:39<00:07, 1.63it/s]
>200, c[0.149,83], d[0.646,0.156], g[1.511]
Training on Epoch 10 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:39<00:06, 1.81it/s]
>201, c[0.000,100], d[0.135,0.127], g[1.779]
Training on Epoch 10 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:40<00:06, 1.76it/s]
>202, c[0.000,100], d[0.290,0.208], g[1.809]
Training on Epoch 10 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:40<00:05, 1.94it/s]
>203, c[0.057,100], d[0.034,0.277], g[2.532]
Training on Epoch 10 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:41<00:04, 1.84it/s]
>204, c[0.000,100], d[0.115,0.179], g[2.455]
Training on Epoch 10 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:41<00:04, 2.00it/s]
>205, c[0.000,100], d[0.058,0.136], g[2.859]
Training on Epoch 10 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:41<00:03, 2.08it/s]
>206, c[0.000,100], d[0.244,0.081], g[2.853]
Training on Epoch 10 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:42<00:02, 2.15it/s]
>207, c[0.000,100], d[0.468,0.092], g[2.319]
Training on Epoch 10 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:42<00:02, 2.01it/s]
>208, c[0.016,100], d[0.549,0.102], g[2.042]
Training on Epoch 10 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:43<00:02, 1.80it/s]
>209, c[0.000,100], d[2.085,0.328], g[1.140]
Training on Epoch 10 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:44<00:01, 1.94it/s]
>210, c[0.003,100], d[0.041,0.330], g[1.106]
Training on Epoch 10 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:44<00:00, 2.07it/s]
>211, c[0.039,100], d[0.006,0.487], g[1.474]
Training on Epoch 10 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:45<00:00, 1.85it/s]
>212, c[0.002,100], d[0.060,0.540], g[2.415]
Training on Epoch 10 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:45<00:00, 2.02it/s]
>213, c[0.018,100], d[0.170,0.144], g[2.253]
EPOCHS =>: 20%|█████████████▊ | 10/50 [13:11<1:01:08, 91.72s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 11 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 11 =>: 0%|▎ | 1/213 [00:00<01:12, 2.92it/s]
>1, c[0.001,100], d[0.369,0.526], g[2.098]
Training on Epoch 11 =>: 1%|▌ | 2/213 [00:00<01:14, 2.85it/s]
>2, c[0.000,100], d[0.143,1.008], g[2.405]
Training on Epoch 11 =>: 1%|▊ | 3/213 [00:01<01:11, 2.92it/s]
>3, c[0.000,100], d[0.462,0.351], g[4.104]
Training on Epoch 11 =>: 2%|█ | 4/213 [00:01<01:09, 2.99it/s]
>4, c[0.000,100], d[0.319,0.260], g[1.815]
Training on Epoch 11 =>: 2%|█▎ | 5/213 [00:01<01:09, 3.01it/s]
>5, c[0.004,100], d[0.174,0.249], g[2.636]
Training on Epoch 11 =>: 3%|█▌ | 6/213 [00:02<01:09, 2.97it/s]
>6, c[0.000,100], d[0.826,0.494], g[1.983]
Training on Epoch 11 =>: 3%|█▊ | 7/213 [00:02<01:10, 2.93it/s]
>7, c[0.000,100], d[0.011,0.115], g[3.156]
Training on Epoch 11 =>: 4%|██▏ | 8/213 [00:02<01:08, 3.01it/s]
>8, c[0.000,100], d[0.702,0.334], g[2.375]
Training on Epoch 11 =>: 4%|██▍ | 9/213 [00:03<01:07, 3.01it/s]
>9, c[0.001,100], d[1.928,0.403], g[1.141]
Training on Epoch 11 =>: 5%|██▋ | 10/213 [00:03<01:07, 3.02it/s]
>10, c[0.005,100], d[0.143,0.427], g[1.759]
Training on Epoch 11 =>: 5%|██▉ | 11/213 [00:03<01:06, 3.04it/s]
>11, c[0.002,100], d[0.222,0.221], g[1.863]
Training on Epoch 11 =>: 6%|███▏ | 12/213 [00:04<01:06, 3.04it/s]
>12, c[0.000,100], d[0.392,0.219], g[1.433]
Training on Epoch 11 =>: 6%|███▍ | 13/213 [00:04<01:06, 3.01it/s]
>13, c[0.000,100], d[0.003,0.244], g[2.209]
Training on Epoch 11 =>: 7%|███▋ | 14/213 [00:04<01:06, 3.01it/s]
>14, c[0.000,100], d[0.289,0.201], g[2.143]
Training on Epoch 11 =>: 7%|███▉ | 15/213 [00:05<01:06, 2.98it/s]
>15, c[0.000,100], d[0.022,0.609], g[2.501]
Training on Epoch 11 =>: 8%|████▏ | 16/213 [00:05<01:05, 3.00it/s]
>16, c[0.000,100], d[0.126,0.207], g[2.622]
Training on Epoch 11 =>: 8%|████▍ | 17/213 [00:05<01:05, 2.97it/s]
>17, c[0.000,100], d[0.680,0.370], g[1.123]
Training on Epoch 11 =>: 8%|████▋ | 18/213 [00:06<01:04, 3.03it/s]
>18, c[0.000,100], d[0.034,0.144], g[1.792]
Training on Epoch 11 =>: 9%|████▉ | 19/213 [00:06<01:04, 3.03it/s]
>19, c[0.001,100], d[0.039,0.195], g[2.488]
Training on Epoch 11 =>: 9%|█████▎ | 20/213 [00:06<01:04, 3.01it/s]
>20, c[0.000,100], d[0.117,1.014], g[4.355]
Training on Epoch 11 =>: 10%|█████▌ | 21/213 [00:06<01:02, 3.05it/s]
>21, c[0.000,100], d[0.918,0.876], g[3.000]
Training on Epoch 11 =>: 10%|█████▊ | 22/213 [00:07<01:03, 3.02it/s]
>22, c[0.002,100], d[0.729,0.615], g[2.256]
Training on Epoch 11 =>: 11%|██████ | 23/213 [00:07<01:03, 2.99it/s]
>23, c[0.000,100], d[0.666,0.579], g[1.871]
Training on Epoch 11 =>: 11%|██████▎ | 24/213 [00:08<01:03, 2.97it/s]
>24, c[0.001,100], d[0.473,0.100], g[2.289]
Training on Epoch 11 =>: 12%|██████▌ | 25/213 [00:08<01:02, 3.00it/s]
>25, c[0.006,100], d[0.578,0.408], g[2.002]
Training on Epoch 11 =>: 12%|██████▊ | 26/213 [00:08<01:02, 2.98it/s]
>26, c[0.000,100], d[0.111,0.324], g[1.729]
Training on Epoch 11 =>: 13%|███████ | 27/213 [00:09<01:01, 3.00it/s]
>27, c[0.106,100], d[0.277,0.223], g[1.718]
Training on Epoch 11 =>: 13%|███████▎ | 28/213 [00:09<00:59, 3.10it/s]
>28, c[0.017,100], d[0.292,0.279], g[2.680]
Training on Epoch 11 =>: 14%|███████▌ | 29/213 [00:09<01:00, 3.06it/s]
>29, c[0.000,100], d[0.035,0.097], g[2.809]
Training on Epoch 11 =>: 14%|███████▉ | 30/213 [00:09<00:58, 3.11it/s]
>30, c[0.000,100], d[0.164,0.390], g[2.855]
Training on Epoch 11 =>: 15%|████████▏ | 31/213 [00:10<00:57, 3.14it/s]
>31, c[0.109,100], d[0.736,0.104], g[2.651]
Training on Epoch 11 =>: 15%|████████▍ | 32/213 [00:10<00:57, 3.12it/s]
>32, c[0.002,100], d[0.553,0.304], g[2.349]
Training on Epoch 11 =>: 15%|████████▋ | 33/213 [00:10<00:56, 3.18it/s]
>33, c[0.000,100], d[0.640,0.321], g[1.810]
Training on Epoch 11 =>: 16%|████████▉ | 34/213 [00:11<00:56, 3.18it/s]
>34, c[0.000,100], d[0.094,0.268], g[1.615]
Training on Epoch 11 =>: 16%|█████████▏ | 35/213 [00:11<00:56, 3.13it/s]
>35, c[0.003,100], d[0.185,0.156], g[2.339]
Training on Epoch 11 =>: 17%|█████████▍ | 36/213 [00:11<00:55, 3.17it/s]
>36, c[0.000,100], d[0.010,0.214], g[2.358]
Training on Epoch 11 =>: 17%|█████████▋ | 37/213 [00:12<00:56, 3.14it/s]
>37, c[0.008,100], d[0.130,0.116], g[2.322]
Training on Epoch 11 =>: 18%|█████████▉ | 38/213 [00:12<00:56, 3.11it/s]
>38, c[0.000,100], d[0.112,0.306], g[2.565]
Training on Epoch 11 =>: 18%|██████████▎ | 39/213 [00:12<00:55, 3.14it/s]
>39, c[0.570,83], d[1.111,0.270], g[1.916]
Training on Epoch 11 =>: 19%|██████████▌ | 40/213 [00:13<00:55, 3.13it/s]
>40, c[0.439,67], d[0.283,0.700], g[1.378]
Training on Epoch 11 =>: 19%|██████████▊ | 41/213 [00:13<00:55, 3.10it/s]
>41, c[0.002,100], d[0.200,0.361], g[1.173]
Training on Epoch 11 =>: 20%|███████████ | 42/213 [00:13<00:54, 3.15it/s]
>42, c[0.000,100], d[0.045,0.714], g[1.339]
Training on Epoch 11 =>: 20%|███████████▎ | 43/213 [00:14<00:54, 3.14it/s]
>43, c[0.003,100], d[0.259,0.323], g[1.668]
Training on Epoch 11 =>: 21%|███████████▌ | 44/213 [00:14<00:53, 3.13it/s]
>44, c[0.018,100], d[0.349,0.702], g[2.365]
Training on Epoch 11 =>: 21%|███████████▊ | 45/213 [00:14<00:53, 3.16it/s]
>45, c[1.077,83], d[1.283,1.477], g[1.408]
Training on Epoch 11 =>: 22%|████████████ | 46/213 [00:15<00:52, 3.16it/s]
>46, c[0.003,100], d[1.549,1.209], g[0.675]
Training on Epoch 11 =>: 22%|████████████▎ | 47/213 [00:15<00:52, 3.15it/s]
>47, c[1.083,67], d[0.352,0.491], g[1.094]
Training on Epoch 11 =>: 23%|████████████▌ | 48/213 [00:15<00:53, 3.08it/s]
>48, c[0.086,100], d[0.224,0.859], g[1.968]
Training on Epoch 11 =>: 23%|████████████▉ | 49/213 [00:16<00:53, 3.09it/s]
>49, c[0.005,100], d[0.069,0.258], g[2.722]
Training on Epoch 11 =>: 23%|█████████████▏ | 50/213 [00:16<00:52, 3.11it/s]
>50, c[0.003,100], d[0.994,0.203], g[1.818]
Training on Epoch 11 =>: 24%|█████████████▍ | 51/213 [00:16<00:52, 3.10it/s]
>51, c[0.000,100], d[0.208,0.477], g[2.482]
Training on Epoch 11 =>: 24%|█████████████▋ | 52/213 [00:16<00:51, 3.11it/s]
>52, c[0.484,83], d[1.274,0.628], g[1.557]
Training on Epoch 11 =>: 25%|█████████████▉ | 53/213 [00:17<00:51, 3.12it/s]
>53, c[0.598,67], d[0.208,0.446], g[1.922]
Training on Epoch 11 =>: 25%|██████████████▏ | 54/213 [00:17<00:52, 3.05it/s]
>54, c[0.002,100], d[0.295,0.569], g[1.629]
Training on Epoch 11 =>: 26%|██████████████▍ | 55/213 [00:17<00:50, 3.12it/s]
>55, c[0.002,100], d[0.192,0.418], g[2.399]
Training on Epoch 11 =>: 26%|██████████████▋ | 56/213 [00:18<00:50, 3.11it/s]
>56, c[0.024,100], d[0.484,0.151], g[2.544]
Training on Epoch 11 =>: 27%|██████████████▉ | 57/213 [00:18<00:51, 3.06it/s]
>57, c[0.023,100], d[0.517,0.330], g[2.293]
Training on Epoch 11 =>: 27%|███████████████▏ | 58/213 [00:18<00:50, 3.07it/s]
>58, c[0.005,100], d[0.181,0.251], g[1.863]
Training on Epoch 11 =>: 28%|███████████████▌ | 59/213 [00:19<00:49, 3.10it/s]
>59, c[0.033,100], d[0.495,0.260], g[2.069]
Training on Epoch 11 =>: 28%|███████████████▊ | 60/213 [00:19<00:49, 3.07it/s]
>60, c[0.000,100], d[0.246,0.746], g[1.579]
Training on Epoch 11 =>: 29%|████████████████ | 61/213 [00:19<00:49, 3.08it/s]
>61, c[0.008,100], d[0.033,0.286], g[2.003]
Training on Epoch 11 =>: 29%|████████████████▎ | 62/213 [00:20<00:48, 3.12it/s]
>62, c[0.002,100], d[0.213,0.335], g[3.359]
Training on Epoch 11 =>: 30%|████████████████▌ | 63/213 [00:20<00:48, 3.12it/s]
>63, c[0.000,100], d[0.929,0.223], g[1.148]
Training on Epoch 11 =>: 30%|████████████████▊ | 64/213 [00:20<00:48, 3.10it/s]
>64, c[0.001,100], d[0.070,0.194], g[1.650]
Training on Epoch 11 =>: 31%|█████████████████ | 65/213 [00:21<00:47, 3.11it/s]
>65, c[0.000,100], d[0.070,0.517], g[3.386]
Training on Epoch 11 =>: 31%|█████████████████▎ | 66/213 [00:21<00:47, 3.07it/s]
>66, c[0.019,100], d[0.661,0.140], g[1.434]
Training on Epoch 11 =>: 31%|█████████████████▌ | 67/213 [00:21<00:47, 3.07it/s]
>67, c[0.000,100], d[0.161,0.297], g[1.441]
Training on Epoch 11 =>: 32%|█████████████████▉ | 68/213 [00:22<00:47, 3.08it/s]
>68, c[0.000,100], d[0.251,0.373], g[2.262]
Training on Epoch 11 =>: 32%|██████████████████▏ | 69/213 [00:22<00:46, 3.08it/s]
>69, c[0.000,100], d[0.589,0.235], g[2.118]
Training on Epoch 11 =>: 33%|██████████████████▍ | 70/213 [00:22<00:46, 3.10it/s]
>70, c[0.000,100], d[0.193,0.426], g[2.394]
Training on Epoch 11 =>: 33%|██████████████████▋ | 71/213 [00:23<00:46, 3.08it/s]
>71, c[0.030,100], d[0.537,0.171], g[1.718]
Training on Epoch 11 =>: 34%|██████████████████▉ | 72/213 [00:23<00:45, 3.09it/s]
>72, c[0.003,100], d[0.097,0.256], g[1.756]
Training on Epoch 11 =>: 34%|███████████████████▏ | 73/213 [00:23<00:45, 3.10it/s]
>73, c[0.000,100], d[0.247,0.457], g[1.464]
Training on Epoch 11 =>: 35%|███████████████████▍ | 74/213 [00:24<00:44, 3.11it/s]
>74, c[0.000,100], d[1.235,0.309], g[1.857]
Training on Epoch 11 =>: 35%|███████████████████▋ | 75/213 [00:24<00:44, 3.09it/s]
>75, c[0.000,100], d[1.457,0.502], g[0.760]
Training on Epoch 11 =>: 36%|███████████████████▉ | 76/213 [00:24<00:44, 3.05it/s]
>76, c[0.000,100], d[0.383,0.626], g[1.713]
Training on Epoch 11 =>: 36%|████████████████████▏ | 77/213 [00:25<00:44, 3.04it/s]
>77, c[0.000,100], d[0.147,0.665], g[2.127]
Training on Epoch 11 =>: 37%|████████████████████▌ | 78/213 [00:25<00:43, 3.08it/s]
>78, c[0.001,100], d[0.335,0.380], g[2.127]
Training on Epoch 11 =>: 37%|████████████████████▊ | 79/213 [00:25<00:43, 3.09it/s]
>79, c[0.001,100], d[0.541,0.199], g[2.476]
Training on Epoch 11 =>: 38%|█████████████████████ | 80/213 [00:26<00:45, 2.95it/s]
>80, c[0.001,100], d[0.074,0.073], g[2.931]
Training on Epoch 11 =>: 38%|█████████████████████▎ | 81/213 [00:26<00:44, 2.95it/s]
>81, c[0.001,100], d[1.233,0.248], g[1.791]
Training on Epoch 11 =>: 38%|█████████████████████▌ | 82/213 [00:26<00:43, 3.04it/s]
>82, c[0.001,100], d[0.356,0.445], g[1.519]
Training on Epoch 11 =>: 39%|█████████████████████▊ | 83/213 [00:27<00:42, 3.05it/s]
>83, c[0.129,83], d[0.091,0.189], g[1.740]
Training on Epoch 11 =>: 39%|██████████████████████ | 84/213 [00:27<00:42, 3.04it/s]
>84, c[0.004,100], d[0.057,0.125], g[2.444]
Training on Epoch 11 =>: 40%|██████████████████████▎ | 85/213 [00:27<00:41, 3.09it/s]
>85, c[0.000,100], d[0.885,1.389], g[1.267]
Training on Epoch 11 =>: 40%|██████████████████████▌ | 86/213 [00:28<00:41, 3.08it/s]
>86, c[0.001,100], d[0.486,0.714], g[1.328]
Training on Epoch 11 =>: 41%|██████████████████████▊ | 87/213 [00:28<00:40, 3.09it/s]
>87, c[0.000,100], d[0.500,0.400], g[2.233]
Training on Epoch 11 =>: 41%|███████████████████████▏ | 88/213 [00:28<00:40, 3.09it/s]
>88, c[0.000,100], d[0.253,0.063], g[2.449]
Training on Epoch 11 =>: 42%|███████████████████████▍ | 89/213 [00:29<00:40, 3.09it/s]
>89, c[0.000,100], d[0.510,0.401], g[1.542]
Training on Epoch 11 =>: 42%|███████████████████████▋ | 90/213 [00:29<00:40, 3.03it/s]
>90, c[0.009,100], d[0.391,0.315], g[1.697]
Training on Epoch 11 =>: 43%|███████████████████████▉ | 91/213 [00:29<00:39, 3.08it/s]
>91, c[0.001,100], d[0.027,0.657], g[1.499]
Training on Epoch 11 =>: 43%|████████████████████████▏ | 92/213 [00:29<00:39, 3.05it/s]
>92, c[0.000,100], d[0.058,0.157], g[2.230]
Training on Epoch 11 =>: 44%|████████████████████████▍ | 93/213 [00:30<00:39, 3.07it/s]
>93, c[0.326,83], d[0.164,0.221], g[2.151]
Training on Epoch 11 =>: 44%|████████████████████████▋ | 94/213 [00:30<00:38, 3.06it/s]
>94, c[0.027,100], d[1.090,0.267], g[1.614]
Training on Epoch 11 =>: 45%|████████████████████████▉ | 95/213 [00:30<00:38, 3.05it/s]
>95, c[0.097,100], d[0.760,0.430], g[1.358]
Training on Epoch 11 =>: 45%|█████████████████████████▏ | 96/213 [00:31<00:38, 3.08it/s]
>96, c[0.003,100], d[0.395,0.320], g[1.297]
Training on Epoch 11 =>: 46%|█████████████████████████▌ | 97/213 [00:31<00:38, 3.05it/s]
>97, c[0.007,100], d[0.370,0.318], g[1.786]
Training on Epoch 11 =>: 46%|█████████████████████████▊ | 98/213 [00:31<00:37, 3.08it/s]
>98, c[0.051,100], d[0.110,0.218], g[1.647]
Training on Epoch 11 =>: 46%|██████████████████████████ | 99/213 [00:32<00:37, 3.05it/s]
>99, c[0.002,100], d[0.635,0.202], g[1.825]
Training on Epoch 11 =>: 47%|█████████████████████████▊ | 100/213 [00:32<00:37, 3.05it/s]
>100, c[0.002,100], d[0.198,0.340], g[1.611]
Training on Epoch 11 =>: 47%|██████████████████████████ | 101/213 [00:32<00:36, 3.04it/s]
>101, c[0.001,100], d[0.390,0.445], g[2.008]
Training on Epoch 11 =>: 48%|██████████████████████████▎ | 102/213 [00:33<00:36, 3.08it/s]
>102, c[0.000,100], d[0.018,0.194], g[2.002]
Training on Epoch 11 =>: 48%|██████████████████████████▌ | 103/213 [00:33<00:35, 3.09it/s]
>103, c[0.002,100], d[0.518,0.331], g[2.180]
Training on Epoch 11 =>: 49%|██████████████████████████▊ | 104/213 [00:33<00:35, 3.07it/s]
>104, c[0.000,100], d[0.038,1.327], g[2.616]
Training on Epoch 11 =>: 49%|███████████████████████████ | 105/213 [00:34<00:34, 3.11it/s]
>105, c[0.111,100], d[1.110,0.547], g[2.507]
Training on Epoch 11 =>: 50%|███████████████████████████▎ | 106/213 [00:34<00:35, 3.06it/s]
>106, c[0.000,100], d[0.304,0.244], g[2.470]
Training on Epoch 11 =>: 50%|███████████████████████████▋ | 107/213 [00:34<00:34, 3.08it/s]
>107, c[0.003,100], d[0.503,0.668], g[1.820]
Training on Epoch 11 =>: 51%|███████████████████████████▉ | 108/213 [00:35<00:34, 3.07it/s]
>108, c[0.025,100], d[0.088,0.102], g[2.548]
Training on Epoch 11 =>: 51%|████████████████████████████▏ | 109/213 [00:35<00:33, 3.12it/s]
>109, c[0.002,100], d[0.603,0.277], g[2.034]
Training on Epoch 11 =>: 52%|████████████████████████████▍ | 110/213 [00:35<00:33, 3.11it/s]
>110, c[0.000,100], d[0.425,0.263], g[1.839]
Training on Epoch 11 =>: 52%|████████████████████████████▋ | 111/213 [00:36<00:32, 3.11it/s]
>111, c[0.014,100], d[0.408,0.413], g[1.908]
Training on Epoch 11 =>: 53%|████████████████████████████▉ | 112/213 [00:36<00:32, 3.08it/s]
>112, c[0.285,83], d[0.519,0.226], g[1.632]
Training on Epoch 11 =>: 53%|█████████████████████████████▏ | 113/213 [00:36<00:32, 3.11it/s]
>113, c[0.000,100], d[0.294,0.166], g[1.837]
Training on Epoch 11 =>: 54%|█████████████████████████████▍ | 114/213 [00:37<00:32, 3.09it/s]
>114, c[0.000,100], d[0.445,0.453], g[1.399]
Training on Epoch 11 =>: 54%|█████████████████████████████▋ | 115/213 [00:37<00:31, 3.13it/s]
>115, c[0.001,100], d[0.262,0.388], g[1.038]
Training on Epoch 11 =>: 54%|█████████████████████████████▉ | 116/213 [00:37<00:30, 3.16it/s]
>116, c[0.058,100], d[0.215,0.546], g[1.852]
Training on Epoch 11 =>: 55%|██████████████████████████████▏ | 117/213 [00:38<00:31, 3.10it/s]
>117, c[0.000,100], d[1.113,0.464], g[1.520]
Training on Epoch 11 =>: 55%|██████████████████████████████▍ | 118/213 [00:38<00:31, 3.04it/s]
>118, c[0.000,100], d[0.037,0.844], g[2.406]
Training on Epoch 11 =>: 56%|██████████████████████████████▋ | 119/213 [00:38<00:31, 3.02it/s]
>119, c[0.000,100], d[0.122,0.824], g[3.488]
Training on Epoch 11 =>: 56%|██████████████████████████████▉ | 120/213 [00:39<00:30, 3.05it/s]
>120, c[0.000,100], d[0.830,0.109], g[1.858]
Training on Epoch 11 =>: 57%|███████████████████████████████▏ | 121/213 [00:39<00:30, 3.06it/s]
>121, c[0.009,100], d[0.886,0.570], g[1.424]
Training on Epoch 11 =>: 57%|███████████████████████████████▌ | 122/213 [00:39<00:29, 3.09it/s]
>122, c[0.009,100], d[0.010,0.502], g[2.019]
Training on Epoch 11 =>: 58%|███████████████████████████████▊ | 123/213 [00:40<00:29, 3.10it/s]
>123, c[0.001,100], d[0.542,0.190], g[2.040]
Training on Epoch 11 =>: 58%|████████████████████████████████ | 124/213 [00:40<00:28, 3.13it/s]
>124, c[0.001,100], d[0.300,0.215], g[1.544]
Training on Epoch 11 =>: 59%|████████████████████████████████▎ | 125/213 [00:40<00:28, 3.11it/s]
>125, c[0.001,100], d[0.124,0.079], g[2.187]
Training on Epoch 11 =>: 59%|████████████████████████████████▌ | 126/213 [00:41<00:28, 3.08it/s]
>126, c[0.000,100], d[0.097,0.814], g[1.831]
Training on Epoch 11 =>: 60%|████████████████████████████████▊ | 127/213 [00:41<00:27, 3.09it/s]
>127, c[0.000,100], d[0.719,1.072], g[2.279]
Training on Epoch 11 =>: 60%|█████████████████████████████████ | 128/213 [00:41<00:27, 3.09it/s]
>128, c[0.002,100], d[0.277,0.093], g[2.232]
Training on Epoch 11 =>: 61%|█████████████████████████████████▎ | 129/213 [00:42<00:27, 3.07it/s]
>129, c[0.001,100], d[0.625,0.194], g[1.966]
Training on Epoch 11 =>: 61%|█████████████████████████████████▌ | 130/213 [00:42<00:27, 3.07it/s]
>130, c[0.013,100], d[0.347,0.221], g[1.762]
Training on Epoch 11 =>: 62%|█████████████████████████████████▊ | 131/213 [00:42<00:26, 3.12it/s]
>131, c[0.006,100], d[0.405,0.239], g[2.123]
Training on Epoch 11 =>: 62%|██████████████████████████████████ | 132/213 [00:42<00:26, 3.05it/s]
>132, c[0.003,100], d[0.283,1.011], g[2.708]
Training on Epoch 11 =>: 62%|██████████████████████████████████▎ | 133/213 [00:43<00:25, 3.08it/s]
>133, c[0.265,83], d[0.564,0.272], g[2.068]
Training on Epoch 11 =>: 63%|██████████████████████████████████▌ | 134/213 [00:43<00:25, 3.08it/s]
>134, c[0.002,100], d[0.854,0.370], g[1.573]
Training on Epoch 11 =>: 63%|██████████████████████████████████▊ | 135/213 [00:43<00:25, 3.07it/s]
>135, c[0.029,100], d[0.325,0.501], g[1.913]
Training on Epoch 11 =>: 64%|███████████████████████████████████ | 136/213 [00:44<00:25, 3.07it/s]
>136, c[0.138,83], d[0.245,0.363], g[1.904]
Training on Epoch 11 =>: 64%|███████████████████████████████████▍ | 137/213 [00:44<00:24, 3.07it/s]
>137, c[0.000,100], d[0.546,0.222], g[1.802]
Training on Epoch 11 =>: 65%|███████████████████████████████████▋ | 138/213 [00:44<00:25, 2.99it/s]
>138, c[0.000,100], d[0.162,0.471], g[1.836]
Training on Epoch 11 =>: 65%|███████████████████████████████████▉ | 139/213 [00:45<00:24, 2.99it/s]
>139, c[0.002,100], d[0.223,0.168], g[2.443]
Training on Epoch 11 =>: 66%|████████████████████████████████████▏ | 140/213 [00:45<00:24, 2.99it/s]
>140, c[0.000,100], d[0.419,0.159], g[2.282]
Training on Epoch 11 =>: 66%|████████████████████████████████████▍ | 141/213 [00:45<00:23, 3.04it/s]
>141, c[0.000,100], d[0.161,0.351], g[2.313]
Training on Epoch 11 =>: 67%|████████████████████████████████████▋ | 142/213 [00:46<00:23, 3.02it/s]
>142, c[0.000,100], d[0.590,0.569], g[1.658]
Training on Epoch 11 =>: 67%|████████████████████████████████████▉ | 143/213 [00:46<00:23, 2.98it/s]
>143, c[0.009,100], d[0.154,0.375], g[1.864]
Training on Epoch 11 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:46<00:22, 3.03it/s]
>144, c[0.004,100], d[0.160,0.059], g[2.301]
Training on Epoch 11 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:47<00:22, 3.05it/s]
>145, c[0.006,100], d[0.398,0.196], g[2.130]
Training on Epoch 11 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:47<00:22, 2.99it/s]
>146, c[0.000,100], d[0.167,0.159], g[1.889]
Training on Epoch 11 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:47<00:21, 3.01it/s]
>147, c[0.003,100], d[0.585,0.149], g[2.014]
Training on Epoch 11 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:48<00:21, 3.03it/s]
>148, c[0.003,100], d[0.080,0.486], g[2.172]
Training on Epoch 11 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:48<00:20, 3.06it/s]
>149, c[0.002,100], d[0.358,0.575], g[1.747]
Training on Epoch 11 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:48<00:20, 3.10it/s]
>150, c[0.000,100], d[0.116,0.374], g[2.180]
Training on Epoch 11 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:49<00:20, 3.05it/s]
>151, c[0.000,100], d[0.387,0.150], g[1.760]
Training on Epoch 11 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:49<00:19, 3.05it/s]
>152, c[0.006,100], d[0.170,0.223], g[2.614]
Training on Epoch 11 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:49<00:20, 3.00it/s]
>153, c[0.000,100], d[0.150,0.403], g[2.683]
Training on Epoch 11 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:50<00:19, 3.02it/s]
>154, c[0.000,100], d[1.147,0.368], g[3.404]
Training on Epoch 11 =>: 73%|████████████████████████████████████████ | 155/213 [00:50<00:19, 2.98it/s]
>155, c[0.000,100], d[0.537,0.422], g[1.861]
Training on Epoch 11 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:50<00:18, 3.04it/s]
>156, c[0.000,100], d[1.460,0.649], g[1.513]
Training on Epoch 11 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:51<00:18, 3.04it/s]
>157, c[0.000,100], d[0.511,0.310], g[1.663]
Training on Epoch 11 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:51<00:18, 3.00it/s]
>158, c[0.000,100], d[0.295,0.493], g[2.141]
Training on Epoch 11 =>: 75%|█████████████████████████████████████████ | 159/213 [00:51<00:17, 3.01it/s]
>159, c[0.037,100], d[0.458,0.184], g[1.745]
Training on Epoch 11 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:52<00:17, 3.00it/s]
>160, c[0.002,100], d[0.247,0.141], g[2.229]
Training on Epoch 11 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:52<00:17, 2.99it/s]
>161, c[0.000,100], d[0.305,0.188], g[1.514]
Training on Epoch 11 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:52<00:16, 3.02it/s]
>162, c[0.006,100], d[0.027,0.178], g[1.641]
Training on Epoch 11 =>: 77%|██████████████████████████████████████████ | 163/213 [00:53<00:17, 2.86it/s]
>163, c[0.004,100], d[0.837,0.241], g[1.318]
Training on Epoch 11 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:53<00:16, 2.94it/s]
>164, c[0.000,100], d[0.018,0.272], g[2.303]
Training on Epoch 11 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:53<00:16, 2.96it/s]
>165, c[0.000,100], d[0.389,0.811], g[1.237]
Training on Epoch 11 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:54<00:15, 2.99it/s]
>166, c[0.000,100], d[0.470,0.296], g[2.679]
Training on Epoch 11 =>: 78%|███████████████████████████████████████████ | 167/213 [00:54<00:15, 2.95it/s]
>167, c[0.000,100], d[0.213,0.280], g[2.345]
Training on Epoch 11 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:54<00:15, 2.98it/s]
>168, c[0.000,100], d[0.022,0.486], g[2.558]
Training on Epoch 11 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:55<00:14, 2.98it/s]
>169, c[0.001,100], d[0.324,0.035], g[2.645]
Training on Epoch 11 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:55<00:14, 3.00it/s]
>170, c[0.002,100], d[0.725,0.526], g[2.000]
Training on Epoch 11 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:55<00:13, 3.03it/s]
>171, c[0.006,100], d[0.557,0.202], g[1.380]
Training on Epoch 11 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:56<00:13, 3.02it/s]
>172, c[0.006,100], d[0.295,0.756], g[1.129]
Training on Epoch 11 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:56<00:13, 2.96it/s]
>173, c[0.000,100], d[0.277,0.139], g[2.572]
Training on Epoch 11 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:56<00:13, 2.98it/s]
>174, c[0.000,100], d[0.085,0.295], g[1.313]
Training on Epoch 11 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:57<00:12, 2.99it/s]
>175, c[0.010,100], d[0.609,0.145], g[0.981]
Training on Epoch 11 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:57<00:12, 2.95it/s]
>176, c[0.000,100], d[0.333,0.342], g[2.347]
Training on Epoch 11 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:57<00:12, 2.98it/s]
>177, c[0.000,100], d[0.280,0.743], g[2.439]
Training on Epoch 11 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:58<00:11, 3.02it/s]
>178, c[0.000,100], d[0.155,0.688], g[3.123]
Training on Epoch 11 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:58<00:11, 2.99it/s]
>179, c[0.000,100], d[0.972,0.099], g[2.174]
Training on Epoch 11 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:58<00:10, 3.01it/s]
>180, c[0.001,100], d[0.296,0.349], g[2.997]
Training on Epoch 11 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:59<00:10, 3.00it/s]
>181, c[0.000,100], d[0.480,0.185], g[2.213]
Training on Epoch 11 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:00<00:18, 1.72it/s]
>182, c[0.001,100], d[0.128,0.139], g[2.489]
Training on Epoch 11 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:00<00:15, 1.95it/s]
>183, c[0.011,100], d[0.657,0.463], g[1.974]
Training on Epoch 11 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:01<00:13, 2.17it/s]
>184, c[0.001,100], d[0.333,0.196], g[1.412]
Training on Epoch 11 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:01<00:11, 2.36it/s]
>185, c[0.000,100], d[0.439,0.238], g[1.684]
Training on Epoch 11 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:01<00:10, 2.53it/s]
>186, c[0.006,100], d[0.089,0.160], g[1.848]
Training on Epoch 11 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:02<00:09, 2.65it/s]
>187, c[0.000,100], d[0.513,0.386], g[2.101]
Training on Epoch 11 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:02<00:09, 2.74it/s]
>188, c[0.002,100], d[0.364,0.483], g[2.080]
Training on Epoch 11 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:02<00:08, 2.83it/s]
>189, c[0.002,100], d[0.081,0.147], g[2.972]
Training on Epoch 11 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:03<00:07, 2.89it/s]
>190, c[0.000,100], d[0.533,0.111], g[2.316]
Training on Epoch 11 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:03<00:07, 2.89it/s]
>191, c[0.000,100], d[0.385,0.201], g[1.814]
Training on Epoch 11 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:03<00:07, 2.92it/s]
>192, c[0.023,100], d[0.150,0.228], g[2.252]
Training on Epoch 11 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:04<00:06, 2.90it/s]
>193, c[0.008,100], d[0.353,0.214], g[2.507]
Training on Epoch 11 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:04<00:06, 2.91it/s]
>194, c[0.000,100], d[0.301,0.126], g[2.437]
Training on Epoch 11 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:04<00:06, 2.94it/s]
>195, c[0.008,100], d[0.351,0.118], g[2.317]
Training on Epoch 11 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:05<00:05, 3.01it/s]
>196, c[0.000,100], d[0.545,0.260], g[2.435]
Training on Epoch 11 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:05<00:05, 3.04it/s]
>197, c[0.000,100], d[0.360,0.205], g[2.082]
Training on Epoch 11 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:05<00:04, 3.06it/s]
>198, c[0.001,100], d[0.234,0.290], g[2.115]
Training on Epoch 11 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:06<00:04, 3.05it/s]
>199, c[0.000,100], d[0.018,0.358], g[2.674]
Training on Epoch 11 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:06<00:04, 2.99it/s]
>200, c[0.003,100], d[0.923,0.099], g[1.960]
Training on Epoch 11 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:06<00:03, 3.08it/s]
>201, c[0.002,100], d[0.148,0.329], g[1.518]
Training on Epoch 11 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:07<00:03, 3.06it/s]
>202, c[0.000,100], d[0.572,2.036], g[1.791]
Training on Epoch 11 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:07<00:03, 3.03it/s]
>203, c[0.000,100], d[0.056,0.058], g[2.698]
Training on Epoch 11 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:07<00:02, 3.05it/s]
>204, c[0.000,100], d[0.692,0.181], g[2.781]
Training on Epoch 11 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:08<00:02, 3.06it/s]
>205, c[0.001,100], d[0.188,0.183], g[1.702]
Training on Epoch 11 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:08<00:02, 2.97it/s]
>206, c[0.002,100], d[0.392,0.312], g[1.607]
Training on Epoch 11 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:08<00:02, 2.97it/s]
>207, c[0.000,100], d[0.105,0.156], g[1.941]
Training on Epoch 11 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:09<00:01, 3.01it/s]
>208, c[0.030,100], d[0.192,0.495], g[2.597]
Training on Epoch 11 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:09<00:01, 2.94it/s]
>209, c[0.001,100], d[0.507,0.132], g[2.670]
Training on Epoch 11 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:09<00:01, 2.93it/s]
>210, c[0.000,100], d[0.644,0.151], g[1.801]
Training on Epoch 11 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:10<00:00, 2.92it/s]
>211, c[0.001,100], d[0.069,0.239], g[2.509]
Training on Epoch 11 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:10<00:00, 2.83it/s]
>212, c[0.000,100], d[0.308,0.096], g[2.922]
Training on Epoch 11 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:10<00:00, 3.01it/s]
>213, c[0.000,100], d[0.181,0.135], g[2.053]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
EPOCHS =>: 22%|███████████████▌ | 11/50 [14:25<56:04, 86.28s/it]
>Saved: logs/generated_plot_0011.png, logs/g_model_0011.h5, and logs/c_model_0011.h5
Training on Epoch 12 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 12 =>: 0%|▎ | 1/213 [00:00<01:48, 1.95it/s]
>1, c[0.001,100], d[0.735,0.385], g[1.497]
Training on Epoch 12 =>: 1%|▌ | 2/213 [00:00<01:23, 2.52it/s]
>2, c[0.000,100], d[0.045,1.523], g[3.069]
Training on Epoch 12 =>: 1%|▊ | 3/213 [00:01<01:15, 2.79it/s]
>3, c[0.000,100], d[0.594,0.169], g[2.413]
Training on Epoch 12 =>: 2%|█ | 4/213 [00:01<01:12, 2.89it/s]
>4, c[0.001,100], d[0.164,0.115], g[1.534]
Training on Epoch 12 =>: 2%|█▎ | 5/213 [00:01<01:12, 2.89it/s]
>5, c[0.000,100], d[0.435,0.633], g[2.523]
Training on Epoch 12 =>: 3%|█▌ | 6/213 [00:02<01:12, 2.87it/s]
>6, c[0.001,100], d[0.062,0.189], g[2.967]
Training on Epoch 12 =>: 3%|█▊ | 7/213 [00:02<01:11, 2.90it/s]
>7, c[0.000,100], d[0.276,0.157], g[2.536]
Training on Epoch 12 =>: 4%|██▏ | 8/213 [00:02<01:10, 2.93it/s]
>8, c[0.000,100], d[0.385,0.062], g[2.182]
Training on Epoch 12 =>: 4%|██▍ | 9/213 [00:03<01:08, 2.98it/s]
>9, c[0.001,100], d[0.479,0.109], g[1.732]
Training on Epoch 12 =>: 5%|██▋ | 10/213 [00:03<01:06, 3.06it/s]
>10, c[0.004,100], d[0.027,0.184], g[2.133]
Training on Epoch 12 =>: 5%|██▉ | 11/213 [00:03<01:05, 3.10it/s]
>11, c[0.002,100], d[0.120,0.299], g[2.554]
Training on Epoch 12 =>: 6%|███▏ | 12/213 [00:04<01:04, 3.10it/s]
>12, c[0.000,100], d[0.154,0.232], g[1.835]
Training on Epoch 12 =>: 6%|███▍ | 13/213 [00:04<01:04, 3.11it/s]
>13, c[0.000,100], d[0.113,0.557], g[3.760]
Training on Epoch 12 =>: 7%|███▋ | 14/213 [00:04<01:05, 3.04it/s]
>14, c[0.031,100], d[0.490,0.191], g[3.136]
Training on Epoch 12 =>: 7%|███▉ | 15/213 [00:05<01:05, 3.02it/s]
>15, c[0.000,100], d[0.479,0.244], g[2.065]
Training on Epoch 12 =>: 8%|████▏ | 16/213 [00:05<01:04, 3.05it/s]
>16, c[0.002,100], d[0.332,0.738], g[2.305]
Training on Epoch 12 =>: 8%|████▍ | 17/213 [00:05<01:04, 3.06it/s]
>17, c[0.002,100], d[0.409,0.131], g[1.630]
Training on Epoch 12 =>: 8%|████▋ | 18/213 [00:06<01:03, 3.07it/s]
>18, c[0.003,100], d[0.624,0.147], g[2.322]
Training on Epoch 12 =>: 9%|████▉ | 19/213 [00:06<01:03, 3.07it/s]
>19, c[0.001,100], d[0.194,0.337], g[2.450]
Training on Epoch 12 =>: 9%|█████▎ | 20/213 [00:06<01:04, 3.00it/s]
>20, c[0.000,100], d[0.174,0.103], g[2.315]
Training on Epoch 12 =>: 10%|█████▌ | 21/213 [00:07<01:03, 3.01it/s]
>21, c[0.000,100], d[0.137,0.145], g[1.734]
Training on Epoch 12 =>: 10%|█████▊ | 22/213 [00:07<01:03, 3.00it/s]
>22, c[0.000,100], d[0.414,0.306], g[2.014]
Training on Epoch 12 =>: 11%|██████ | 23/213 [00:07<01:02, 3.02it/s]
>23, c[0.000,100], d[0.162,0.412], g[2.444]
Training on Epoch 12 =>: 11%|██████▎ | 24/213 [00:08<01:02, 3.04it/s]
>24, c[0.001,100], d[0.050,0.245], g[2.691]
Training on Epoch 12 =>: 12%|██████▌ | 25/213 [00:08<01:01, 3.08it/s]
>25, c[0.001,100], d[0.174,0.462], g[4.141]
Training on Epoch 12 =>: 12%|██████▊ | 26/213 [00:08<01:00, 3.09it/s]
>26, c[0.000,100], d[0.568,0.114], g[3.714]
Training on Epoch 12 =>: 13%|███████ | 27/213 [00:09<00:59, 3.14it/s]
>27, c[0.000,100], d[0.208,0.416], g[3.816]
Training on Epoch 12 =>: 13%|███████▎ | 28/213 [00:09<00:58, 3.14it/s]
>28, c[0.000,100], d[0.094,0.411], g[4.295]
Training on Epoch 12 =>: 14%|███████▌ | 29/213 [00:09<00:59, 3.07it/s]
>29, c[0.003,100], d[0.320,0.035], g[2.772]
Training on Epoch 12 =>: 14%|███████▉ | 30/213 [00:09<00:59, 3.08it/s]
>30, c[0.000,100], d[0.050,0.129], g[1.924]
Training on Epoch 12 =>: 15%|████████▏ | 31/213 [00:10<00:58, 3.09it/s]
>31, c[0.000,100], d[0.840,0.172], g[1.320]
Training on Epoch 12 =>: 15%|████████▍ | 32/213 [00:10<00:59, 3.04it/s]
>32, c[0.000,100], d[0.739,0.330], g[1.552]
Training on Epoch 12 =>: 15%|████████▋ | 33/213 [00:10<00:58, 3.08it/s]
>33, c[0.000,100], d[0.093,0.293], g[2.103]
Training on Epoch 12 =>: 16%|████████▉ | 34/213 [00:11<00:58, 3.04it/s]
>34, c[0.000,100], d[0.075,0.127], g[1.931]
Training on Epoch 12 =>: 16%|█████████▏ | 35/213 [00:11<00:59, 2.99it/s]
>35, c[0.000,100], d[0.684,0.267], g[1.806]
Training on Epoch 12 =>: 17%|█████████▍ | 36/213 [00:11<00:58, 3.03it/s]
>36, c[0.000,100], d[0.119,0.461], g[2.277]
Training on Epoch 12 =>: 17%|█████████▋ | 37/213 [00:12<00:57, 3.09it/s]
>37, c[0.000,100], d[0.235,0.192], g[2.394]
Training on Epoch 12 =>: 18%|█████████▉ | 38/213 [00:12<00:57, 3.04it/s]
>38, c[0.000,100], d[0.064,1.064], g[3.320]
Training on Epoch 12 =>: 18%|██████████▎ | 39/213 [00:12<00:56, 3.11it/s]
>39, c[0.000,100], d[0.767,0.505], g[3.876]
Training on Epoch 12 =>: 19%|██████████▌ | 40/213 [00:13<00:55, 3.12it/s]
>40, c[0.001,100], d[0.195,0.024], g[3.334]
Training on Epoch 12 =>: 19%|██████████▊ | 41/213 [00:13<00:56, 3.06it/s]
>41, c[0.005,100], d[0.114,0.029], g[2.623]
Training on Epoch 12 =>: 20%|███████████ | 42/213 [00:13<00:56, 3.05it/s]
>42, c[0.000,100], d[0.200,0.087], g[3.413]
Training on Epoch 12 =>: 20%|███████████▎ | 43/213 [00:14<00:56, 3.02it/s]
>43, c[0.000,100], d[0.088,0.375], g[3.280]
Training on Epoch 12 =>: 21%|███████████▌ | 44/213 [00:14<00:57, 2.93it/s]
>44, c[0.001,100], d[0.284,0.083], g[2.829]
Training on Epoch 12 =>: 21%|███████████▊ | 45/213 [00:14<00:56, 2.98it/s]
>45, c[0.000,100], d[0.658,0.416], g[2.404]
Training on Epoch 12 =>: 22%|████████████ | 46/213 [00:15<00:58, 2.87it/s]
>46, c[0.000,100], d[0.943,0.132], g[2.154]
Training on Epoch 12 =>: 22%|████████████▎ | 47/213 [00:15<00:58, 2.86it/s]
>47, c[0.003,100], d[0.451,0.516], g[2.327]
Training on Epoch 12 =>: 23%|████████████▌ | 48/213 [00:16<00:58, 2.84it/s]
>48, c[0.017,100], d[0.559,0.254], g[2.018]
Training on Epoch 12 =>: 23%|████████████▉ | 49/213 [00:16<00:56, 2.89it/s]
>49, c[0.016,100], d[0.370,0.386], g[2.163]
Training on Epoch 12 =>: 23%|█████████████▏ | 50/213 [00:16<00:55, 2.92it/s]
>50, c[0.000,100], d[0.422,0.197], g[2.072]
Training on Epoch 12 =>: 24%|█████████████▍ | 51/213 [00:17<00:54, 2.99it/s]
>51, c[0.000,100], d[0.027,0.162], g[2.148]
Training on Epoch 12 =>: 24%|█████████████▋ | 52/213 [00:17<00:53, 3.00it/s]
>52, c[0.001,100], d[0.099,0.129], g[2.596]
Training on Epoch 12 =>: 25%|█████████████▉ | 53/213 [00:17<00:53, 2.97it/s]
>53, c[0.000,100], d[0.417,0.099], g[2.277]
Training on Epoch 12 =>: 25%|██████████████▏ | 54/213 [00:18<00:52, 3.00it/s]
>54, c[0.000,100], d[0.125,0.321], g[2.391]
Training on Epoch 12 =>: 26%|██████████████▍ | 55/213 [00:18<00:51, 3.07it/s]
>55, c[0.001,100], d[0.055,0.202], g[2.811]
Training on Epoch 12 =>: 26%|██████████████▋ | 56/213 [00:18<00:51, 3.05it/s]
>56, c[0.002,100], d[0.339,0.215], g[2.614]
Training on Epoch 12 =>: 27%|██████████████▉ | 57/213 [00:18<00:50, 3.09it/s]
>57, c[0.000,100], d[0.049,0.103], g[2.897]
Training on Epoch 12 =>: 27%|███████████████▏ | 58/213 [00:19<00:58, 2.64it/s]
>58, c[0.001,100], d[0.439,0.186], g[2.560]
Training on Epoch 12 =>: 28%|███████████████▌ | 59/213 [00:19<00:56, 2.72it/s]
>59, c[0.003,100], d[0.473,0.112], g[1.783]
Training on Epoch 12 =>: 28%|███████████████▊ | 60/213 [00:20<00:54, 2.81it/s]
>60, c[0.000,100], d[0.043,0.425], g[2.365]
Training on Epoch 12 =>: 29%|████████████████ | 61/213 [00:20<00:52, 2.88it/s]
>61, c[0.000,100], d[0.180,0.097], g[2.685]
Training on Epoch 12 =>: 29%|████████████████▎ | 62/213 [00:20<00:51, 2.94it/s]
>62, c[0.000,100], d[0.608,0.226], g[2.113]
Training on Epoch 12 =>: 30%|████████████████▌ | 63/213 [00:21<00:50, 2.98it/s]
>63, c[0.000,100], d[0.403,0.478], g[1.675]
Training on Epoch 12 =>: 30%|████████████████▊ | 64/213 [00:21<00:49, 3.01it/s]
>64, c[0.000,100], d[0.009,0.531], g[2.783]
Training on Epoch 12 =>: 31%|█████████████████ | 65/213 [00:21<00:49, 2.99it/s]
>65, c[0.001,100], d[0.455,0.511], g[2.251]
Training on Epoch 12 =>: 31%|█████████████████▎ | 66/213 [00:22<00:48, 3.02it/s]
>66, c[0.000,100], d[0.134,0.166], g[4.217]
Training on Epoch 12 =>: 31%|█████████████████▌ | 67/213 [00:22<00:48, 3.03it/s]
>67, c[0.000,100], d[0.713,0.592], g[2.779]
Training on Epoch 12 =>: 32%|█████████████████▉ | 68/213 [00:22<00:49, 2.96it/s]
>68, c[0.005,100], d[0.188,0.184], g[2.017]
Training on Epoch 12 =>: 32%|██████████████████▏ | 69/213 [00:23<00:48, 2.95it/s]
>69, c[0.002,100], d[0.260,0.697], g[3.193]
Training on Epoch 12 =>: 33%|██████████████████▍ | 70/213 [00:23<00:48, 2.96it/s]
>70, c[0.001,100], d[0.473,0.138], g[2.057]
Training on Epoch 12 =>: 33%|██████████████████▋ | 71/213 [00:23<00:47, 2.97it/s]
>71, c[0.000,100], d[0.357,0.252], g[2.222]
Training on Epoch 12 =>: 34%|██████████████████▉ | 72/213 [00:24<00:46, 3.01it/s]
>72, c[0.000,100], d[0.545,0.163], g[2.190]
Training on Epoch 12 =>: 34%|███████████████████▏ | 73/213 [00:24<00:46, 3.03it/s]
>73, c[0.000,100], d[0.178,0.479], g[2.474]
Training on Epoch 12 =>: 35%|███████████████████▍ | 74/213 [00:24<00:45, 3.03it/s]
>74, c[0.002,100], d[0.162,0.104], g[2.668]
Training on Epoch 12 =>: 35%|███████████████████▋ | 75/213 [00:25<00:45, 3.05it/s]
>75, c[0.006,100], d[0.750,0.193], g[2.685]
Training on Epoch 12 =>: 36%|███████████████████▉ | 76/213 [00:25<00:44, 3.07it/s]
>76, c[0.005,100], d[0.071,0.231], g[2.725]
Training on Epoch 12 =>: 36%|████████████████████▏ | 77/213 [00:25<00:44, 3.07it/s]
>77, c[0.002,100], d[0.551,0.122], g[2.636]
Training on Epoch 12 =>: 37%|████████████████████▌ | 78/213 [00:26<00:44, 3.06it/s]
>78, c[0.001,100], d[0.495,0.650], g[3.118]
Training on Epoch 12 =>: 37%|████████████████████▊ | 79/213 [00:26<00:43, 3.10it/s]
>79, c[0.000,100], d[0.676,0.118], g[2.463]
Training on Epoch 12 =>: 38%|█████████████████████ | 80/213 [00:26<00:43, 3.07it/s]
>80, c[0.001,100], d[0.144,0.465], g[2.233]
Training on Epoch 12 =>: 38%|█████████████████████▎ | 81/213 [00:27<00:43, 3.05it/s]
>81, c[0.000,100], d[0.073,0.365], g[2.386]
Training on Epoch 12 =>: 38%|█████████████████████▌ | 82/213 [00:27<00:42, 3.08it/s]
>82, c[0.002,100], d[0.522,0.127], g[2.405]
Training on Epoch 12 =>: 39%|█████████████████████▊ | 83/213 [00:27<00:43, 2.99it/s]
>83, c[0.002,100], d[0.222,0.169], g[1.936]
Training on Epoch 12 =>: 39%|██████████████████████ | 84/213 [00:28<00:42, 3.01it/s]
>84, c[0.000,100], d[0.031,0.185], g[2.127]
Training on Epoch 12 =>: 40%|██████████████████████▎ | 85/213 [00:28<00:42, 2.99it/s]
>85, c[0.002,100], d[0.064,0.216], g[2.479]
Training on Epoch 12 =>: 40%|██████████████████████▌ | 86/213 [00:28<00:43, 2.95it/s]
>86, c[0.000,100], d[0.036,0.087], g[2.867]
Training on Epoch 12 =>: 41%|██████████████████████▊ | 87/213 [00:29<00:41, 3.03it/s]
>87, c[0.000,100], d[0.328,0.480], g[2.406]
Training on Epoch 12 =>: 41%|███████████████████████▏ | 88/213 [00:29<00:40, 3.07it/s]
>88, c[0.000,100], d[0.242,0.121], g[3.193]
Training on Epoch 12 =>: 42%|███████████████████████▍ | 89/213 [00:29<00:40, 3.04it/s]
>89, c[0.000,100], d[0.313,0.143], g[2.558]
Training on Epoch 12 =>: 42%|███████████████████████▋ | 90/213 [00:30<00:40, 3.07it/s]
>90, c[0.000,100], d[0.154,0.158], g[3.195]
Training on Epoch 12 =>: 43%|███████████████████████▉ | 91/213 [00:30<00:39, 3.08it/s]
>91, c[0.000,100], d[0.189,0.072], g[2.821]
Training on Epoch 12 =>: 43%|████████████████████████▏ | 92/213 [00:30<00:40, 3.01it/s]
>92, c[0.000,100], d[0.016,0.100], g[3.170]
Training on Epoch 12 =>: 44%|████████████████████████▍ | 93/213 [00:31<00:40, 3.00it/s]
>93, c[0.009,100], d[0.266,0.112], g[3.168]
Training on Epoch 12 =>: 44%|████████████████████████▋ | 94/213 [00:31<00:39, 3.03it/s]
>94, c[0.000,100], d[0.843,0.100], g[1.856]
Training on Epoch 12 =>: 45%|████████████████████████▉ | 95/213 [00:31<00:38, 3.05it/s]
>95, c[0.000,100], d[0.113,0.338], g[1.868]
Training on Epoch 12 =>: 45%|█████████████████████████▏ | 96/213 [00:32<00:38, 3.05it/s]
>96, c[0.002,100], d[0.028,0.101], g[2.742]
Training on Epoch 12 =>: 46%|█████████████████████████▌ | 97/213 [00:32<00:38, 3.05it/s]
>97, c[0.000,100], d[0.771,0.306], g[1.857]
Training on Epoch 12 =>: 46%|█████████████████████████▊ | 98/213 [00:32<00:37, 3.05it/s]
>98, c[0.001,100], d[0.185,0.254], g[2.526]
Training on Epoch 12 =>: 46%|██████████████████████████ | 99/213 [00:33<00:37, 3.03it/s]
>99, c[0.000,100], d[0.077,0.087], g[2.334]
Training on Epoch 12 =>: 47%|█████████████████████████▊ | 100/213 [00:33<00:37, 3.05it/s]
>100, c[0.000,100], d[0.429,0.373], g[2.588]
Training on Epoch 12 =>: 47%|██████████████████████████ | 101/213 [00:33<00:36, 3.03it/s]
>101, c[0.000,100], d[0.006,0.211], g[3.349]
Training on Epoch 12 =>: 48%|██████████████████████████▎ | 102/213 [00:33<00:36, 3.01it/s]
>102, c[0.048,100], d[1.046,0.388], g[3.837]
Training on Epoch 12 =>: 48%|██████████████████████████▌ | 103/213 [00:34<00:36, 3.03it/s]
>103, c[0.000,100], d[0.433,0.963], g[3.371]
Training on Epoch 12 =>: 49%|██████████████████████████▊ | 104/213 [00:34<00:36, 3.00it/s]
>104, c[0.000,100], d[0.255,0.130], g[2.032]
Training on Epoch 12 =>: 49%|███████████████████████████ | 105/213 [00:34<00:35, 3.07it/s]
>105, c[0.000,100], d[0.010,0.509], g[3.040]
Training on Epoch 12 =>: 50%|███████████████████████████▎ | 106/213 [00:35<00:34, 3.06it/s]
>106, c[0.000,100], d[0.460,0.115], g[2.580]
Training on Epoch 12 =>: 50%|███████████████████████████▋ | 107/213 [00:35<00:34, 3.07it/s]
>107, c[0.001,100], d[0.251,0.118], g[2.227]
Training on Epoch 12 =>: 51%|███████████████████████████▉ | 108/213 [00:35<00:33, 3.11it/s]
>108, c[0.005,100], d[0.098,0.097], g[3.748]
Training on Epoch 12 =>: 51%|████████████████████████████▏ | 109/213 [00:36<00:33, 3.13it/s]
>109, c[0.000,100], d[1.053,0.113], g[2.265]
Training on Epoch 12 =>: 52%|████████████████████████████▍ | 110/213 [00:36<00:33, 3.04it/s]
>110, c[0.000,100], d[0.308,0.110], g[2.190]
Training on Epoch 12 =>: 52%|████████████████████████████▋ | 111/213 [00:36<00:33, 3.06it/s]
>111, c[0.001,100], d[0.007,0.112], g[2.867]
Training on Epoch 12 =>: 53%|████████████████████████████▉ | 112/213 [00:37<00:33, 3.05it/s]
>112, c[0.000,100], d[0.156,0.125], g[2.266]
Training on Epoch 12 =>: 53%|█████████████████████████████▏ | 113/213 [00:37<00:33, 3.02it/s]
>113, c[0.003,100], d[0.006,0.194], g[3.295]
Training on Epoch 12 =>: 54%|█████████████████████████████▍ | 114/213 [00:37<00:32, 3.03it/s]
>114, c[0.000,100], d[0.362,0.230], g[3.301]
Training on Epoch 12 =>: 54%|█████████████████████████████▋ | 115/213 [00:38<00:32, 2.99it/s]
>115, c[0.009,100], d[0.071,0.177], g[3.270]
Training on Epoch 12 =>: 54%|█████████████████████████████▉ | 116/213 [00:38<00:32, 2.99it/s]
>116, c[0.000,100], d[1.352,0.214], g[1.663]
Training on Epoch 12 =>: 55%|██████████████████████████████▏ | 117/213 [00:38<00:32, 2.99it/s]
>117, c[0.000,100], d[0.136,1.382], g[3.392]
Training on Epoch 12 =>: 55%|██████████████████████████████▍ | 118/213 [00:39<00:31, 2.99it/s]
>118, c[0.000,100], d[0.314,0.407], g[2.687]
Training on Epoch 12 =>: 56%|██████████████████████████████▋ | 119/213 [00:39<00:31, 2.94it/s]
>119, c[0.010,100], d[0.594,0.377], g[2.695]
Training on Epoch 12 =>: 56%|██████████████████████████████▉ | 120/213 [00:39<00:30, 3.01it/s]
>120, c[0.003,100], d[0.712,0.191], g[2.209]
Training on Epoch 12 =>: 57%|███████████████████████████████▏ | 121/213 [00:40<00:30, 3.02it/s]
>121, c[0.000,100], d[0.240,0.539], g[2.826]
Training on Epoch 12 =>: 57%|███████████████████████████████▌ | 122/213 [00:40<00:29, 3.04it/s]
>122, c[0.000,100], d[0.207,0.136], g[2.492]
Training on Epoch 12 =>: 58%|███████████████████████████████▊ | 123/213 [00:40<00:29, 3.06it/s]
>123, c[0.000,100], d[0.504,0.150], g[2.829]
Training on Epoch 12 =>: 58%|████████████████████████████████ | 124/213 [00:41<00:28, 3.09it/s]
>124, c[0.001,100], d[0.057,0.094], g[2.140]
Training on Epoch 12 =>: 59%|████████████████████████████████▎ | 125/213 [00:41<00:28, 3.09it/s]
>125, c[0.000,100], d[0.248,0.088], g[2.648]
Training on Epoch 12 =>: 59%|████████████████████████████████▌ | 126/213 [00:41<00:28, 3.09it/s]
>126, c[0.000,100], d[0.144,0.153], g[2.316]
Training on Epoch 12 =>: 60%|████████████████████████████████▊ | 127/213 [00:42<00:27, 3.08it/s]
>127, c[0.000,100], d[0.009,0.213], g[2.621]
Training on Epoch 12 =>: 60%|█████████████████████████████████ | 128/213 [00:42<00:27, 3.05it/s]
>128, c[0.000,100], d[0.594,0.098], g[2.709]
Training on Epoch 12 =>: 61%|█████████████████████████████████▎ | 129/213 [00:42<00:27, 3.08it/s]
>129, c[0.000,100], d[0.288,0.090], g[2.508]
Training on Epoch 12 =>: 61%|█████████████████████████████████▌ | 130/213 [00:43<00:28, 2.92it/s]
>130, c[0.003,100], d[0.030,0.152], g[2.204]
Training on Epoch 12 =>: 62%|█████████████████████████████████▊ | 131/213 [00:43<00:27, 2.95it/s]
>131, c[0.002,100], d[0.370,0.162], g[2.659]
Training on Epoch 12 =>: 62%|██████████████████████████████████ | 132/213 [00:43<00:27, 2.93it/s]
>132, c[0.000,100], d[0.000,0.284], g[3.025]
Training on Epoch 12 =>: 62%|██████████████████████████████████▎ | 133/213 [00:44<00:27, 2.89it/s]
>133, c[0.000,100], d[0.041,0.061], g[2.798]
Training on Epoch 12 =>: 63%|██████████████████████████████████▌ | 134/213 [00:44<00:34, 2.26it/s]
>134, c[0.000,100], d[0.033,0.041], g[3.315]
Training on Epoch 12 =>: 63%|██████████████████████████████████▊ | 135/213 [00:45<00:33, 2.34it/s]
>135, c[0.000,100], d[0.008,0.120], g[2.017]
Training on Epoch 12 =>: 64%|███████████████████████████████████ | 136/213 [00:45<00:30, 2.51it/s]
>136, c[0.000,100], d[0.531,0.466], g[2.455]
Training on Epoch 12 =>: 64%|███████████████████████████████████▍ | 137/213 [00:45<00:28, 2.65it/s]
>137, c[0.000,100], d[0.350,0.356], g[3.209]
Training on Epoch 12 =>: 65%|███████████████████████████████████▋ | 138/213 [00:46<00:27, 2.75it/s]
>138, c[0.000,100], d[0.258,0.050], g[2.511]
Training on Epoch 12 =>: 65%|███████████████████████████████████▉ | 139/213 [00:46<00:26, 2.81it/s]
>139, c[0.000,100], d[0.062,0.036], g[2.461]
Training on Epoch 12 =>: 66%|████████████████████████████████████▏ | 140/213 [00:46<00:25, 2.90it/s]
>140, c[0.000,100], d[0.244,0.606], g[3.775]
Training on Epoch 12 =>: 66%|████████████████████████████████████▍ | 141/213 [00:47<00:24, 2.96it/s]
>141, c[0.000,100], d[0.151,0.065], g[3.669]
Training on Epoch 12 =>: 67%|████████████████████████████████████▋ | 142/213 [00:47<00:23, 2.98it/s]
>142, c[0.003,100], d[0.464,0.303], g[2.375]
Training on Epoch 12 =>: 67%|████████████████████████████████████▉ | 143/213 [00:47<00:22, 3.05it/s]
>143, c[0.000,100], d[0.132,0.206], g[3.187]
Training on Epoch 12 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:48<00:22, 3.05it/s]
>144, c[0.000,100], d[0.270,0.075], g[2.691]
Training on Epoch 12 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:48<00:22, 3.05it/s]
>145, c[0.001,100], d[0.053,0.095], g[3.373]
Training on Epoch 12 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:48<00:22, 3.03it/s]
>146, c[0.000,100], d[0.009,0.067], g[3.700]
Training on Epoch 12 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:49<00:21, 3.04it/s]
>147, c[0.002,100], d[0.792,0.915], g[2.168]
Training on Epoch 12 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:49<00:21, 3.02it/s]
>148, c[0.001,100], d[0.535,0.399], g[3.617]
Training on Epoch 12 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:49<00:20, 3.11it/s]
>149, c[0.000,100], d[0.120,1.321], g[4.284]
Training on Epoch 12 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:50<00:20, 3.06it/s]
>150, c[0.005,100], d[1.082,0.113], g[2.386]
Training on Epoch 12 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:50<00:20, 3.07it/s]
>151, c[0.000,100], d[0.064,0.283], g[2.093]
Training on Epoch 12 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:50<00:19, 3.08it/s]
>152, c[0.000,100], d[0.017,0.152], g[2.385]
Training on Epoch 12 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:51<00:19, 3.04it/s]
>153, c[0.000,100], d[0.414,0.202], g[2.978]
Training on Epoch 12 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:51<00:19, 3.06it/s]
>154, c[0.005,100], d[0.898,0.279], g[1.938]
Training on Epoch 12 =>: 73%|████████████████████████████████████████ | 155/213 [00:51<00:18, 3.10it/s]
>155, c[0.000,100], d[0.459,0.251], g[2.101]
Training on Epoch 12 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:52<00:18, 3.10it/s]
>156, c[0.000,100], d[0.027,0.207], g[2.908]
Training on Epoch 12 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:52<00:18, 3.09it/s]
>157, c[0.000,100], d[0.438,0.156], g[2.078]
Training on Epoch 12 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:52<00:17, 3.10it/s]
>158, c[0.000,100], d[1.331,0.216], g[1.328]
Training on Epoch 12 =>: 75%|█████████████████████████████████████████ | 159/213 [00:53<00:17, 3.11it/s]
>159, c[0.000,100], d[0.045,1.097], g[1.872]
Training on Epoch 12 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:53<00:17, 3.07it/s]
>160, c[0.000,100], d[0.028,0.323], g[2.080]
Training on Epoch 12 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:53<00:16, 3.13it/s]
>161, c[0.000,100], d[0.035,0.233], g[2.243]
Training on Epoch 12 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:54<00:16, 3.07it/s]
>162, c[0.000,100], d[0.571,0.269], g[1.676]
Training on Epoch 12 =>: 77%|██████████████████████████████████████████ | 163/213 [00:54<00:16, 3.08it/s]
>163, c[0.001,100], d[0.106,0.196], g[3.742]
Training on Epoch 12 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:54<00:15, 3.09it/s]
>164, c[0.000,100], d[0.284,0.212], g[2.487]
Training on Epoch 12 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:55<00:15, 3.13it/s]
>165, c[0.000,100], d[0.091,0.035], g[3.015]
Training on Epoch 12 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:55<00:15, 3.12it/s]
>166, c[0.001,100], d[0.038,0.038], g[2.834]
Training on Epoch 12 =>: 78%|███████████████████████████████████████████ | 167/213 [00:55<00:14, 3.12it/s]
>167, c[0.000,100], d[0.021,0.061], g[2.848]
Training on Epoch 12 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:56<00:14, 3.15it/s]
>168, c[0.002,100], d[0.009,0.045], g[2.157]
Training on Epoch 12 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:56<00:16, 2.75it/s]
>169, c[0.004,100], d[0.278,0.153], g[2.802]
Training on Epoch 12 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:57<00:22, 1.95it/s]
>170, c[0.000,100], d[0.050,0.107], g[2.766]
Training on Epoch 12 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:58<00:24, 1.69it/s]
>171, c[0.000,100], d[0.773,0.132], g[2.090]
Training on Epoch 12 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:58<00:20, 2.02it/s]
>172, c[0.000,100], d[0.123,0.208], g[2.646]
Training on Epoch 12 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:58<00:17, 2.27it/s]
>173, c[0.000,100], d[0.047,0.106], g[2.307]
Training on Epoch 12 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:59<00:15, 2.48it/s]
>174, c[0.000,100], d[0.376,0.100], g[2.672]
Training on Epoch 12 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:59<00:14, 2.62it/s]
>175, c[0.000,100], d[0.329,0.170], g[2.646]
Training on Epoch 12 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:59<00:13, 2.71it/s]
>176, c[0.000,100], d[0.626,0.283], g[2.349]
Training on Epoch 12 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [01:00<00:12, 2.81it/s]
>177, c[0.000,100], d[0.015,0.175], g[2.743]
Training on Epoch 12 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [01:00<00:11, 2.95it/s]
>178, c[0.000,100], d[0.410,0.101], g[2.351]
Training on Epoch 12 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [01:00<00:11, 2.94it/s]
>179, c[0.002,100], d[0.021,0.073], g[2.739]
Training on Epoch 12 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [01:01<00:11, 2.95it/s]
>180, c[0.000,100], d[0.735,0.131], g[2.017]
Training on Epoch 12 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [01:01<00:10, 2.99it/s]
>181, c[0.000,100], d[0.100,0.152], g[2.365]
Training on Epoch 12 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:01<00:10, 3.04it/s]
>182, c[0.000,100], d[0.062,0.129], g[2.224]
Training on Epoch 12 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:01<00:09, 3.07it/s]
>183, c[0.000,100], d[0.026,0.140], g[2.434]
Training on Epoch 12 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:02<00:09, 3.11it/s]
>184, c[0.001,100], d[0.191,0.098], g[2.383]
Training on Epoch 12 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:02<00:09, 3.07it/s]
>185, c[0.000,100], d[0.728,0.766], g[2.372]
Training on Epoch 12 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:02<00:08, 3.12it/s]
>186, c[0.000,100], d[0.042,0.385], g[3.018]
Training on Epoch 12 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:03<00:08, 3.11it/s]
>187, c[0.000,100], d[0.042,0.069], g[3.777]
Training on Epoch 12 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:03<00:08, 2.97it/s]
>188, c[0.000,100], d[0.434,0.168], g[2.430]
Training on Epoch 12 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:03<00:08, 2.96it/s]
>189, c[0.000,100], d[0.062,0.519], g[1.949]
Training on Epoch 12 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:04<00:07, 3.04it/s]
>190, c[0.000,100], d[0.504,0.556], g[3.827]
Training on Epoch 12 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:04<00:07, 3.04it/s]
>191, c[0.006,100], d[0.871,0.085], g[3.682]
Training on Epoch 12 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:04<00:06, 3.06it/s]
>192, c[0.000,100], d[0.179,0.075], g[2.608]
Training on Epoch 12 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:05<00:06, 3.10it/s]
>193, c[0.006,100], d[0.012,0.100], g[1.941]
Training on Epoch 12 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:05<00:06, 3.10it/s]
>194, c[0.002,100], d[0.792,0.251], g[0.696]
Training on Epoch 12 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:05<00:05, 3.12it/s]
>195, c[0.000,100], d[0.127,0.195], g[1.854]
Training on Epoch 12 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:06<00:05, 3.12it/s]
>196, c[0.001,100], d[0.096,0.748], g[2.427]
Training on Epoch 12 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:06<00:05, 3.17it/s]
>197, c[0.000,100], d[0.533,0.149], g[2.286]
Training on Epoch 12 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:06<00:04, 3.19it/s]
>198, c[0.000,100], d[0.045,0.566], g[3.317]
Training on Epoch 12 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:07<00:04, 3.15it/s]
>199, c[0.000,100], d[0.095,0.140], g[2.128]
Training on Epoch 12 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:07<00:04, 3.09it/s]
>200, c[0.003,100], d[0.350,0.062], g[1.772]
Training on Epoch 12 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:07<00:03, 3.09it/s]
>201, c[0.000,100], d[0.538,0.244], g[2.138]
Training on Epoch 12 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:08<00:03, 3.07it/s]
>202, c[0.000,100], d[0.096,0.488], g[2.742]
Training on Epoch 12 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:08<00:03, 2.98it/s]
>203, c[0.000,100], d[0.637,0.294], g[2.520]
Training on Epoch 12 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:08<00:03, 2.98it/s]
>204, c[0.001,100], d[0.340,0.158], g[2.366]
Training on Epoch 12 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:09<00:02, 2.92it/s]
>205, c[0.000,100], d[0.578,0.760], g[1.967]
Training on Epoch 12 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:09<00:02, 2.96it/s]
>206, c[0.002,100], d[0.166,0.160], g[3.108]
Training on Epoch 12 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:09<00:02, 2.95it/s]
>207, c[0.002,100], d[0.145,0.259], g[3.055]
Training on Epoch 12 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:10<00:01, 2.93it/s]
>208, c[0.000,100], d[0.047,0.071], g[2.818]
Training on Epoch 12 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:10<00:01, 2.90it/s]
>209, c[0.000,100], d[0.002,0.035], g[3.283]
Training on Epoch 12 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:10<00:01, 2.88it/s]
>210, c[0.001,100], d[0.082,0.357], g[3.415]
Training on Epoch 12 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:11<00:00, 2.87it/s]
>211, c[0.001,100], d[0.044,0.044], g[4.086]
Training on Epoch 12 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:11<00:00, 2.88it/s]
>212, c[0.002,100], d[0.880,0.446], g[2.830]
Training on Epoch 12 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:11<00:00, 2.96it/s]
>213, c[0.000,100], d[0.047,0.257], g[2.386]
EPOCHS =>: 24%|█████████████████ | 12/50 [15:39<52:11, 82.42s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 13 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 13 =>: 0%|▎ | 1/213 [00:00<01:14, 2.85it/s]
>1, c[0.001,100], d[0.635,0.329], g[3.238]
Training on Epoch 13 =>: 1%|▌ | 2/213 [00:00<01:13, 2.88it/s]
>2, c[0.003,100], d[0.053,0.056], g[3.173]
Training on Epoch 13 =>: 1%|▊ | 3/213 [00:01<01:12, 2.89it/s]
>3, c[0.000,100], d[0.210,0.873], g[3.063]
Training on Epoch 13 =>: 2%|█ | 4/213 [00:01<01:12, 2.88it/s]
>4, c[0.002,100], d[0.598,0.066], g[3.937]
Training on Epoch 13 =>: 2%|█▎ | 5/213 [00:01<01:12, 2.86it/s]
>5, c[0.000,100], d[0.491,0.130], g[2.630]
Training on Epoch 13 =>: 3%|█▌ | 6/213 [00:02<01:13, 2.81it/s]
>6, c[0.000,100], d[0.047,0.135], g[2.261]
Training on Epoch 13 =>: 3%|█▊ | 7/213 [00:02<01:14, 2.75it/s]
>7, c[0.000,100], d[0.032,0.104], g[2.823]
Training on Epoch 13 =>: 4%|██▏ | 8/213 [00:02<01:11, 2.86it/s]
>8, c[0.000,100], d[0.299,0.076], g[2.678]
Training on Epoch 13 =>: 4%|██▍ | 9/213 [00:03<01:10, 2.89it/s]
>9, c[0.000,100], d[0.027,0.089], g[2.955]
Training on Epoch 13 =>: 5%|██▋ | 10/213 [00:03<01:08, 2.96it/s]
>10, c[0.019,100], d[0.137,0.096], g[2.731]
Training on Epoch 13 =>: 5%|██▉ | 11/213 [00:03<01:07, 2.97it/s]
>11, c[0.000,100], d[0.421,0.139], g[1.594]
Training on Epoch 13 =>: 6%|███▏ | 12/213 [00:04<01:08, 2.94it/s]
>12, c[0.000,100], d[0.266,0.545], g[2.640]
Training on Epoch 13 =>: 6%|███▍ | 13/213 [00:04<01:10, 2.83it/s]
>13, c[0.000,100], d[0.499,0.258], g[2.187]
Training on Epoch 13 =>: 7%|███▋ | 14/213 [00:04<01:08, 2.89it/s]
>14, c[0.000,100], d[0.398,0.462], g[2.830]
Training on Epoch 13 =>: 7%|███▉ | 15/213 [00:05<01:07, 2.92it/s]
>15, c[0.000,100], d[0.075,0.324], g[2.628]
Training on Epoch 13 =>: 8%|████▏ | 16/213 [00:05<01:07, 2.90it/s]
>16, c[0.000,100], d[0.001,0.270], g[3.291]
Training on Epoch 13 =>: 8%|████▍ | 17/213 [00:05<01:07, 2.92it/s]
>17, c[0.000,100], d[0.462,0.068], g[2.741]
Training on Epoch 13 =>: 8%|████▋ | 18/213 [00:06<01:05, 2.96it/s]
>18, c[0.001,100], d[0.433,0.456], g[1.998]
Training on Epoch 13 =>: 9%|████▉ | 19/213 [00:06<01:04, 3.01it/s]
>19, c[0.000,100], d[0.026,0.859], g[3.003]
Training on Epoch 13 =>: 9%|█████▎ | 20/213 [00:06<01:05, 2.94it/s]
>20, c[0.000,100], d[0.171,0.045], g[3.429]
Training on Epoch 13 =>: 10%|█████▌ | 21/213 [00:07<01:05, 2.91it/s]
>21, c[0.000,100], d[0.114,0.053], g[2.337]
Training on Epoch 13 =>: 10%|█████▊ | 22/213 [00:07<01:06, 2.88it/s]
>22, c[0.000,100], d[0.118,0.077], g[2.508]
Training on Epoch 13 =>: 11%|██████ | 23/213 [00:07<01:06, 2.86it/s]
>23, c[0.001,100], d[0.733,0.522], g[2.006]
Training on Epoch 13 =>: 11%|██████▎ | 24/213 [00:08<01:05, 2.87it/s]
>24, c[0.003,100], d[0.183,0.206], g[3.190]
Training on Epoch 13 =>: 12%|██████▌ | 25/213 [00:08<01:04, 2.92it/s]
>25, c[0.002,100], d[0.186,0.207], g[3.481]
Training on Epoch 13 =>: 12%|██████▊ | 26/213 [00:08<01:05, 2.86it/s]
>26, c[0.000,100], d[0.214,0.190], g[2.953]
Training on Epoch 13 =>: 13%|███████ | 27/213 [00:09<01:05, 2.83it/s]
>27, c[0.000,100], d[0.620,0.964], g[2.264]
Training on Epoch 13 =>: 13%|███████▎ | 28/213 [00:09<01:04, 2.86it/s]
>28, c[0.000,100], d[0.492,0.148], g[2.542]
Training on Epoch 13 =>: 14%|███████▌ | 29/213 [00:10<01:04, 2.84it/s]
>29, c[0.005,100], d[0.125,0.107], g[1.786]
Training on Epoch 13 =>: 14%|███████▉ | 30/213 [00:10<01:02, 2.91it/s]
>30, c[0.000,100], d[0.068,0.160], g[3.561]
Training on Epoch 13 =>: 15%|████████▏ | 31/213 [00:10<01:02, 2.93it/s]
>31, c[0.000,100], d[0.692,0.149], g[2.365]
Training on Epoch 13 =>: 15%|████████▍ | 32/213 [00:11<01:02, 2.88it/s]
>32, c[0.000,100], d[0.219,0.226], g[2.114]
Training on Epoch 13 =>: 15%|████████▋ | 33/213 [00:11<01:02, 2.89it/s]
>33, c[0.000,100], d[0.347,0.733], g[2.140]
Training on Epoch 13 =>: 16%|████████▉ | 34/213 [00:11<01:01, 2.89it/s]
>34, c[0.001,100], d[0.032,0.211], g[2.582]
Training on Epoch 13 =>: 16%|█████████▏ | 35/213 [00:12<01:01, 2.89it/s]
>35, c[0.000,100], d[0.837,0.152], g[1.306]
Training on Epoch 13 =>: 17%|█████████▍ | 36/213 [00:12<01:00, 2.91it/s]
>36, c[0.000,100], d[0.030,0.141], g[1.845]
Training on Epoch 13 =>: 17%|█████████▋ | 37/213 [00:12<01:00, 2.89it/s]
>37, c[0.000,100], d[0.137,0.103], g[2.497]
Training on Epoch 13 =>: 18%|█████████▉ | 38/213 [00:13<01:00, 2.89it/s]
>38, c[0.001,100], d[0.188,0.237], g[2.538]
Training on Epoch 13 =>: 18%|██████████▎ | 39/213 [00:13<00:59, 2.94it/s]
>39, c[0.000,100], d[0.605,0.244], g[2.318]
Training on Epoch 13 =>: 19%|██████████▌ | 40/213 [00:13<00:58, 2.95it/s]
>40, c[0.000,100], d[0.002,0.176], g[1.830]
Training on Epoch 13 =>: 19%|██████████▊ | 41/213 [00:14<00:58, 2.92it/s]
>41, c[0.000,100], d[0.757,0.483], g[2.496]
Training on Epoch 13 =>: 20%|███████████ | 42/213 [00:14<00:58, 2.94it/s]
>42, c[0.000,100], d[0.647,0.400], g[3.603]
Training on Epoch 13 =>: 20%|███████████▎ | 43/213 [00:14<00:58, 2.93it/s]
>43, c[0.096,100], d[0.031,0.082], g[3.137]
Training on Epoch 13 =>: 21%|███████████▌ | 44/213 [00:15<00:57, 2.93it/s]
>44, c[0.002,100], d[1.361,0.616], g[2.053]
Training on Epoch 13 =>: 21%|███████████▊ | 45/213 [00:15<01:11, 2.35it/s]
>45, c[0.001,100], d[0.147,0.228], g[2.078]
Training on Epoch 13 =>: 22%|████████████ | 46/213 [00:16<01:07, 2.49it/s]
>46, c[0.001,100], d[0.110,0.162], g[2.612]
Training on Epoch 13 =>: 22%|████████████▎ | 47/213 [00:16<01:04, 2.56it/s]
>47, c[0.004,100], d[0.436,0.529], g[2.697]
Training on Epoch 13 =>: 23%|████████████▌ | 48/213 [00:16<01:02, 2.65it/s]
>48, c[0.019,100], d[0.750,0.589], g[2.338]
Training on Epoch 13 =>: 23%|████████████▉ | 49/213 [00:17<01:00, 2.71it/s]
>49, c[0.006,100], d[0.187,0.218], g[2.332]
Training on Epoch 13 =>: 23%|█████████████▏ | 50/213 [00:17<00:59, 2.76it/s]
>50, c[1.801,83], d[0.742,0.117], g[1.388]
Training on Epoch 13 =>: 24%|█████████████▍ | 51/213 [00:17<00:58, 2.77it/s]
>51, c[0.002,100], d[1.304,0.590], g[1.936]
Training on Epoch 13 =>: 24%|█████████████▋ | 52/213 [00:18<00:57, 2.80it/s]
>52, c[0.025,100], d[0.752,0.437], g[1.609]
Training on Epoch 13 =>: 25%|█████████████▉ | 53/213 [00:18<00:56, 2.83it/s]
>53, c[0.192,83], d[0.352,1.085], g[2.934]
Training on Epoch 13 =>: 25%|██████████████▏ | 54/213 [00:18<00:55, 2.88it/s]
>54, c[1.370,67], d[1.061,1.232], g[2.283]
Training on Epoch 13 =>: 26%|██████████████▍ | 55/213 [00:19<00:54, 2.89it/s]
>55, c[0.017,100], d[0.570,0.561], g[1.891]
Training on Epoch 13 =>: 26%|██████████████▋ | 56/213 [00:19<00:53, 2.91it/s]
>56, c[0.001,100], d[0.102,0.516], g[1.698]
Training on Epoch 13 =>: 27%|██████████████▉ | 57/213 [00:19<00:53, 2.90it/s]
>57, c[0.192,100], d[0.054,0.365], g[1.585]
Training on Epoch 13 =>: 27%|███████████████▏ | 58/213 [00:20<00:53, 2.92it/s]
>58, c[0.001,100], d[0.204,0.305], g[1.639]
Training on Epoch 13 =>: 28%|███████████████▌ | 59/213 [00:20<00:52, 2.93it/s]
>59, c[0.006,100], d[0.080,0.126], g[2.191]
Training on Epoch 13 =>: 28%|███████████████▊ | 60/213 [00:20<00:52, 2.90it/s]
>60, c[0.003,100], d[0.349,0.522], g[1.645]
Training on Epoch 13 =>: 29%|████████████████ | 61/213 [00:21<00:51, 2.93it/s]
>61, c[0.106,100], d[0.372,0.498], g[1.984]
Training on Epoch 13 =>: 29%|████████████████▎ | 62/213 [00:21<00:52, 2.86it/s]
>62, c[0.000,100], d[0.520,0.222], g[1.790]
Training on Epoch 13 =>: 30%|████████████████▌ | 63/213 [00:22<00:52, 2.86it/s]
>63, c[0.000,100], d[0.009,0.729], g[1.565]
Training on Epoch 13 =>: 30%|████████████████▊ | 64/213 [00:22<00:51, 2.90it/s]
>64, c[0.002,100], d[0.742,0.518], g[1.869]
Training on Epoch 13 =>: 31%|█████████████████ | 65/213 [00:22<00:51, 2.90it/s]
>65, c[0.001,100], d[0.411,0.209], g[1.991]
Training on Epoch 13 =>: 31%|█████████████████▎ | 66/213 [00:23<00:51, 2.87it/s]
>66, c[0.001,100], d[0.040,0.899], g[2.619]
Training on Epoch 13 =>: 31%|█████████████████▌ | 67/213 [00:23<00:50, 2.87it/s]
>67, c[0.005,100], d[0.298,0.260], g[3.105]
Training on Epoch 13 =>: 32%|█████████████████▉ | 68/213 [00:23<00:49, 2.90it/s]
>68, c[0.009,100], d[0.543,0.525], g[3.257]
Training on Epoch 13 =>: 32%|██████████████████▏ | 69/213 [00:24<00:50, 2.86it/s]
>69, c[0.003,100], d[0.999,0.621], g[2.018]
Training on Epoch 13 =>: 33%|██████████████████▍ | 70/213 [00:24<00:49, 2.88it/s]
>70, c[0.002,100], d[0.143,0.279], g[2.137]
Training on Epoch 13 =>: 33%|██████████████████▋ | 71/213 [00:24<00:48, 2.92it/s]
>71, c[0.000,100], d[0.281,0.154], g[1.973]
Training on Epoch 13 =>: 34%|██████████████████▉ | 72/213 [00:25<00:47, 2.95it/s]
>72, c[0.002,100], d[0.428,0.222], g[1.272]
Training on Epoch 13 =>: 34%|███████████████████▏ | 73/213 [00:25<00:46, 2.98it/s]
>73, c[0.010,100], d[0.329,0.770], g[2.124]
Training on Epoch 13 =>: 35%|███████████████████▍ | 74/213 [00:25<00:46, 3.00it/s]
>74, c[0.009,100], d[0.069,0.321], g[2.074]
Training on Epoch 13 =>: 35%|███████████████████▋ | 75/213 [00:26<00:46, 2.98it/s]
>75, c[0.000,100], d[0.799,0.188], g[2.767]
Training on Epoch 13 =>: 36%|███████████████████▉ | 76/213 [00:26<00:46, 2.95it/s]
>76, c[0.002,100], d[0.782,1.178], g[2.143]
Training on Epoch 13 =>: 36%|████████████████████▏ | 77/213 [00:26<00:47, 2.87it/s]
>77, c[0.139,83], d[0.614,0.183], g[1.779]
Training on Epoch 13 =>: 37%|████████████████████▌ | 78/213 [00:27<00:47, 2.84it/s]
>78, c[0.001,100], d[0.530,0.600], g[1.806]
Training on Epoch 13 =>: 37%|████████████████████▊ | 79/213 [00:27<00:46, 2.90it/s]
>79, c[0.011,100], d[0.327,0.248], g[1.860]
Training on Epoch 13 =>: 38%|█████████████████████ | 80/213 [00:27<00:45, 2.91it/s]
>80, c[0.011,100], d[0.279,0.473], g[1.960]
Training on Epoch 13 =>: 38%|█████████████████████▎ | 81/213 [00:28<00:45, 2.90it/s]
>81, c[0.000,100], d[0.499,0.481], g[2.202]
Training on Epoch 13 =>: 38%|█████████████████████▌ | 82/213 [00:28<00:45, 2.91it/s]
>82, c[0.001,100], d[0.118,0.234], g[1.433]
Training on Epoch 13 =>: 39%|█████████████████████▊ | 83/213 [00:28<00:45, 2.87it/s]
>83, c[0.001,100], d[0.838,0.331], g[1.595]
Training on Epoch 13 =>: 39%|██████████████████████ | 84/213 [00:29<00:45, 2.86it/s]
>84, c[0.000,100], d[0.722,0.254], g[1.668]
Training on Epoch 13 =>: 40%|██████████████████████▎ | 85/213 [00:29<00:44, 2.87it/s]
>85, c[0.000,100], d[0.185,0.543], g[1.657]
Training on Epoch 13 =>: 40%|██████████████████████▌ | 86/213 [00:29<00:43, 2.92it/s]
>86, c[0.008,100], d[0.112,0.259], g[2.074]
Training on Epoch 13 =>: 41%|██████████████████████▊ | 87/213 [00:30<00:43, 2.91it/s]
>87, c[0.000,100], d[0.106,0.129], g[2.506]
Training on Epoch 13 =>: 41%|███████████████████████▏ | 88/213 [00:30<00:43, 2.86it/s]
>88, c[0.001,100], d[0.419,0.144], g[1.644]
Training on Epoch 13 =>: 42%|███████████████████████▍ | 89/213 [00:31<00:43, 2.84it/s]
>89, c[0.012,100], d[0.124,0.738], g[2.215]
Training on Epoch 13 =>: 42%|███████████████████████▋ | 90/213 [00:31<00:43, 2.85it/s]
>90, c[0.000,100], d[0.075,0.172], g[2.614]
Training on Epoch 13 =>: 43%|███████████████████████▉ | 91/213 [00:31<00:42, 2.86it/s]
>91, c[0.005,100], d[0.512,0.273], g[2.121]
Training on Epoch 13 =>: 43%|████████████████████████▏ | 92/213 [00:32<00:42, 2.83it/s]
>92, c[0.085,100], d[0.044,0.401], g[2.058]
Training on Epoch 13 =>: 44%|████████████████████████▍ | 93/213 [00:32<00:42, 2.85it/s]
>93, c[0.001,100], d[0.277,0.100], g[2.848]
Training on Epoch 13 =>: 44%|████████████████████████▋ | 94/213 [00:32<00:41, 2.89it/s]
>94, c[0.001,100], d[0.709,0.429], g[2.233]
Training on Epoch 13 =>: 45%|████████████████████████▉ | 95/213 [00:33<00:40, 2.90it/s]
>95, c[0.000,100], d[0.204,0.094], g[1.002]
Training on Epoch 13 =>: 45%|█████████████████████████▏ | 96/213 [00:33<00:40, 2.89it/s]
>96, c[0.010,100], d[0.606,0.241], g[1.366]
Training on Epoch 13 =>: 46%|█████████████████████████▌ | 97/213 [00:33<00:40, 2.86it/s]
>97, c[0.082,100], d[0.242,0.523], g[1.995]
Training on Epoch 13 =>: 46%|█████████████████████████▊ | 98/213 [00:34<00:39, 2.93it/s]
>98, c[0.003,100], d[0.011,0.612], g[1.830]
Training on Epoch 13 =>: 46%|██████████████████████████ | 99/213 [00:34<00:38, 2.97it/s]
>99, c[0.000,100], d[0.143,0.219], g[4.089]
Training on Epoch 13 =>: 47%|█████████████████████████▊ | 100/213 [00:34<00:38, 2.95it/s]
>100, c[0.001,100], d[0.049,0.067], g[3.387]
Training on Epoch 13 =>: 47%|██████████████████████████ | 101/213 [00:35<00:38, 2.92it/s]
>101, c[0.001,100], d[0.598,0.323], g[2.725]
Training on Epoch 13 =>: 48%|██████████████████████████▎ | 102/213 [00:35<00:36, 3.00it/s]
>102, c[0.008,100], d[0.363,0.067], g[2.396]
Training on Epoch 13 =>: 48%|██████████████████████████▌ | 103/213 [00:35<00:37, 2.95it/s]
>103, c[0.000,100], d[0.116,0.057], g[2.317]
Training on Epoch 13 =>: 49%|██████████████████████████▊ | 104/213 [00:36<00:37, 2.91it/s]
>104, c[0.000,100], d[0.446,0.165], g[2.272]
Training on Epoch 13 =>: 49%|███████████████████████████ | 105/213 [00:36<00:37, 2.86it/s]
>105, c[0.000,100], d[0.151,0.171], g[2.596]
Training on Epoch 13 =>: 50%|███████████████████████████▎ | 106/213 [00:36<00:37, 2.86it/s]
>106, c[0.001,100], d[0.080,0.169], g[1.680]
Training on Epoch 13 =>: 50%|███████████████████████████▋ | 107/213 [00:37<00:36, 2.90it/s]
>107, c[0.000,100], d[0.433,0.210], g[1.567]
Training on Epoch 13 =>: 51%|███████████████████████████▉ | 108/213 [00:37<00:36, 2.91it/s]
>108, c[0.000,100], d[0.262,0.161], g[2.085]
Training on Epoch 13 =>: 51%|████████████████████████████▏ | 109/213 [00:37<00:37, 2.75it/s]
>109, c[0.000,100], d[0.257,0.130], g[2.491]
Training on Epoch 13 =>: 52%|████████████████████████████▍ | 110/213 [00:38<00:36, 2.81it/s]
>110, c[0.000,100], d[0.403,0.408], g[2.013]
Training on Epoch 13 =>: 52%|████████████████████████████▋ | 111/213 [00:38<00:36, 2.80it/s]
>111, c[0.000,100], d[0.380,0.471], g[1.958]
Training on Epoch 13 =>: 53%|████████████████████████████▉ | 112/213 [00:39<00:36, 2.79it/s]
>112, c[0.000,100], d[0.051,0.507], g[2.824]
Training on Epoch 13 =>: 53%|█████████████████████████████▏ | 113/213 [00:39<00:34, 2.87it/s]
>113, c[0.001,100], d[0.450,0.131], g[2.604]
Training on Epoch 13 =>: 54%|█████████████████████████████▍ | 114/213 [00:39<00:34, 2.88it/s]
>114, c[0.000,100], d[0.254,0.141], g[2.600]
Training on Epoch 13 =>: 54%|█████████████████████████████▋ | 115/213 [00:40<00:33, 2.90it/s]
>115, c[0.001,100], d[0.459,0.216], g[2.394]
Training on Epoch 13 =>: 54%|█████████████████████████████▉ | 116/213 [00:40<00:33, 2.92it/s]
>116, c[0.000,100], d[1.027,0.469], g[1.996]
Training on Epoch 13 =>: 55%|██████████████████████████████▏ | 117/213 [00:40<00:32, 2.93it/s]
>117, c[0.008,100], d[0.074,0.633], g[2.326]
Training on Epoch 13 =>: 55%|██████████████████████████████▍ | 118/213 [00:41<00:33, 2.82it/s]
>118, c[0.001,100], d[0.288,0.133], g[2.518]
Training on Epoch 13 =>: 56%|██████████████████████████████▋ | 119/213 [00:41<00:33, 2.85it/s]
>119, c[0.001,100], d[0.148,1.486], g[1.981]
Training on Epoch 13 =>: 56%|██████████████████████████████▉ | 120/213 [00:41<00:32, 2.88it/s]
>120, c[0.001,100], d[0.110,0.231], g[2.944]
Training on Epoch 13 =>: 57%|███████████████████████████████▏ | 121/213 [00:42<00:31, 2.89it/s]
>121, c[0.006,100], d[0.540,0.112], g[2.253]
Training on Epoch 13 =>: 57%|███████████████████████████████▌ | 122/213 [00:42<00:30, 2.94it/s]
>122, c[0.001,100], d[0.784,0.854], g[2.401]
Training on Epoch 13 =>: 58%|███████████████████████████████▊ | 123/213 [00:42<00:31, 2.90it/s]
>123, c[0.000,100], d[0.449,0.272], g[2.114]
Training on Epoch 13 =>: 58%|████████████████████████████████ | 124/213 [00:43<00:30, 2.89it/s]
>124, c[0.002,100], d[0.543,0.484], g[1.693]
Training on Epoch 13 =>: 59%|████████████████████████████████▎ | 125/213 [00:43<00:30, 2.93it/s]
>125, c[0.000,100], d[0.324,0.146], g[1.541]
Training on Epoch 13 =>: 59%|████████████████████████████████▌ | 126/213 [00:44<00:35, 2.44it/s]
>126, c[0.000,100], d[0.082,0.176], g[2.167]
Training on Epoch 13 =>: 60%|████████████████████████████████▊ | 127/213 [00:44<00:33, 2.57it/s]
>127, c[0.000,100], d[0.339,0.304], g[2.220]
Training on Epoch 13 =>: 60%|█████████████████████████████████ | 128/213 [00:44<00:31, 2.67it/s]
>128, c[0.008,100], d[0.399,0.449], g[1.782]
Training on Epoch 13 =>: 61%|█████████████████████████████████▎ | 129/213 [00:45<00:31, 2.69it/s]
>129, c[0.002,100], d[0.024,0.310], g[1.522]
Training on Epoch 13 =>: 61%|█████████████████████████████████▌ | 130/213 [00:45<00:29, 2.78it/s]
>130, c[0.003,100], d[0.129,0.308], g[2.060]
Training on Epoch 13 =>: 62%|█████████████████████████████████▊ | 131/213 [00:45<00:28, 2.84it/s]
>131, c[0.002,100], d[0.162,0.358], g[3.491]
Training on Epoch 13 =>: 62%|██████████████████████████████████ | 132/213 [00:46<00:28, 2.81it/s]
>132, c[0.001,100], d[0.915,0.080], g[3.246]
Training on Epoch 13 =>: 62%|██████████████████████████████████▎ | 133/213 [00:46<00:28, 2.85it/s]
>133, c[0.000,100], d[0.337,0.094], g[1.900]
Training on Epoch 13 =>: 63%|██████████████████████████████████▌ | 134/213 [00:46<00:27, 2.89it/s]
>134, c[0.000,100], d[0.548,0.482], g[1.358]
Training on Epoch 13 =>: 63%|██████████████████████████████████▊ | 135/213 [00:47<00:27, 2.86it/s]
>135, c[0.000,100], d[0.097,0.346], g[2.571]
Training on Epoch 13 =>: 64%|███████████████████████████████████ | 136/213 [00:47<00:26, 2.91it/s]
>136, c[0.001,100], d[0.200,0.718], g[2.216]
Training on Epoch 13 =>: 64%|███████████████████████████████████▍ | 137/213 [00:47<00:26, 2.89it/s]
>137, c[0.007,100], d[0.419,0.948], g[2.668]
Training on Epoch 13 =>: 65%|███████████████████████████████████▋ | 138/213 [00:48<00:26, 2.88it/s]
>138, c[0.001,100], d[0.194,0.090], g[2.838]
Training on Epoch 13 =>: 65%|███████████████████████████████████▉ | 139/213 [00:48<00:25, 2.91it/s]
>139, c[0.000,100], d[0.277,0.066], g[2.550]
Training on Epoch 13 =>: 66%|████████████████████████████████████▏ | 140/213 [00:48<00:25, 2.90it/s]
>140, c[0.000,100], d[0.142,0.610], g[2.267]
Training on Epoch 13 =>: 66%|████████████████████████████████████▍ | 141/213 [00:49<00:24, 2.89it/s]
>141, c[0.002,100], d[0.050,0.414], g[3.007]
Training on Epoch 13 =>: 67%|████████████████████████████████████▋ | 142/213 [00:49<00:24, 2.90it/s]
>142, c[0.001,100], d[0.352,0.241], g[3.465]
Training on Epoch 13 =>: 67%|████████████████████████████████████▉ | 143/213 [00:49<00:24, 2.89it/s]
>143, c[0.000,100], d[0.247,0.060], g[2.683]
Training on Epoch 13 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:50<00:23, 2.93it/s]
>144, c[0.000,100], d[0.059,0.075], g[2.911]
Training on Epoch 13 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:50<00:22, 2.96it/s]
>145, c[0.008,100], d[0.084,0.285], g[3.399]
Training on Epoch 13 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:50<00:23, 2.91it/s]
>146, c[0.000,100], d[0.223,0.103], g[3.231]
Training on Epoch 13 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:51<00:22, 2.90it/s]
>147, c[0.000,100], d[0.317,0.049], g[1.900]
Training on Epoch 13 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:51<00:22, 2.86it/s]
>148, c[0.010,100], d[0.290,0.781], g[3.055]
Training on Epoch 13 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:51<00:22, 2.85it/s]
>149, c[0.000,100], d[0.256,0.300], g[2.232]
Training on Epoch 13 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:52<00:21, 2.88it/s]
>150, c[0.000,100], d[0.426,0.323], g[2.664]
Training on Epoch 13 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:52<00:21, 2.89it/s]
>151, c[0.000,100], d[0.065,0.226], g[3.553]
Training on Epoch 13 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:53<00:21, 2.84it/s]
>152, c[0.002,100], d[0.038,0.151], g[2.941]
Training on Epoch 13 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:53<00:21, 2.83it/s]
>153, c[0.001,100], d[0.056,0.142], g[2.999]
Training on Epoch 13 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:53<00:20, 2.85it/s]
>154, c[0.000,100], d[0.709,0.050], g[4.558]
Training on Epoch 13 =>: 73%|████████████████████████████████████████ | 155/213 [00:54<00:20, 2.83it/s]
>155, c[0.000,100], d[1.534,0.360], g[2.664]
Training on Epoch 13 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:54<00:20, 2.81it/s]
>156, c[0.017,100], d[1.108,0.689], g[1.147]
Training on Epoch 13 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:54<00:20, 2.79it/s]
>157, c[0.030,100], d[0.625,1.660], g[0.996]
Training on Epoch 13 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:55<00:20, 2.72it/s]
>158, c[0.001,100], d[0.039,1.346], g[1.060]
Training on Epoch 13 =>: 75%|█████████████████████████████████████████ | 159/213 [00:55<00:20, 2.68it/s]
>159, c[0.002,100], d[1.134,0.595], g[1.273]
Training on Epoch 13 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:55<00:20, 2.63it/s]
>160, c[0.000,100], d[0.410,0.460], g[1.413]
Training on Epoch 13 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:56<00:19, 2.64it/s]
>161, c[0.002,100], d[0.298,0.504], g[1.900]
Training on Epoch 13 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:56<00:19, 2.62it/s]
>162, c[0.000,100], d[0.141,1.085], g[2.973]
Training on Epoch 13 =>: 77%|██████████████████████████████████████████ | 163/213 [00:57<00:19, 2.57it/s]
>163, c[0.000,100], d[0.829,0.366], g[2.012]
Training on Epoch 13 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:57<00:18, 2.61it/s]
>164, c[0.001,100], d[0.458,0.207], g[1.792]
Training on Epoch 13 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:57<00:18, 2.59it/s]
>165, c[0.004,100], d[0.125,0.340], g[2.135]
Training on Epoch 13 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:58<00:18, 2.55it/s]
>166, c[0.006,100], d[0.129,0.478], g[2.074]
Training on Epoch 13 =>: 78%|███████████████████████████████████████████ | 167/213 [00:58<00:17, 2.57it/s]
>167, c[0.000,100], d[0.359,0.407], g[2.114]
Training on Epoch 13 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:59<00:17, 2.54it/s]
>168, c[0.002,100], d[0.532,0.277], g[1.797]
Training on Epoch 13 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:59<00:17, 2.58it/s]
>169, c[0.001,100], d[0.224,0.196], g[2.198]
Training on Epoch 13 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:59<00:16, 2.59it/s]
>170, c[0.000,100], d[0.545,0.228], g[1.972]
Training on Epoch 13 =>: 80%|████████████████████████████████████████████▏ | 171/213 [01:00<00:16, 2.59it/s]
>171, c[0.004,100], d[0.170,0.200], g[1.874]
Training on Epoch 13 =>: 81%|████████████████████████████████████████████▍ | 172/213 [01:00<00:15, 2.62it/s]
>172, c[0.002,100], d[0.029,0.224], g[2.393]
Training on Epoch 13 =>: 81%|████████████████████████████████████████████▋ | 173/213 [01:01<00:15, 2.64it/s]
>173, c[0.002,100], d[0.558,0.106], g[1.864]
Training on Epoch 13 =>: 82%|████████████████████████████████████████████▉ | 174/213 [01:01<00:15, 2.60it/s]
>174, c[0.033,100], d[0.109,0.218], g[1.882]
Training on Epoch 13 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [01:01<00:14, 2.61it/s]
>175, c[0.001,100], d[0.160,0.185], g[2.346]
Training on Epoch 13 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [01:02<00:17, 2.10it/s]
>176, c[0.000,100], d[0.262,0.109], g[2.617]
Training on Epoch 13 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [01:02<00:16, 2.24it/s]
>177, c[0.000,100], d[0.449,0.420], g[2.605]
Training on Epoch 13 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [01:03<00:14, 2.36it/s]
>178, c[0.000,100], d[0.162,0.085], g[2.501]
Training on Epoch 13 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [01:03<00:13, 2.43it/s]
>179, c[0.008,100], d[0.192,0.166], g[2.150]
Training on Epoch 13 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [01:04<00:13, 2.47it/s]
>180, c[0.000,100], d[0.191,0.302], g[2.075]
Training on Epoch 13 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [01:04<00:12, 2.48it/s]
>181, c[0.000,100], d[0.192,0.950], g[2.292]
Training on Epoch 13 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:04<00:12, 2.55it/s]
>182, c[0.000,100], d[0.024,0.485], g[3.055]
Training on Epoch 13 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:05<00:11, 2.55it/s]
>183, c[0.000,100], d[0.731,0.237], g[3.297]
Training on Epoch 13 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:05<00:11, 2.49it/s]
>184, c[0.000,100], d[0.079,0.275], g[3.290]
Training on Epoch 13 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:05<00:11, 2.49it/s]
>185, c[0.002,100], d[0.010,0.477], g[3.757]
Training on Epoch 13 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:06<00:10, 2.55it/s]
>186, c[0.113,100], d[0.138,0.243], g[4.204]
Training on Epoch 13 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:06<00:09, 2.64it/s]
>187, c[0.000,100], d[0.563,0.088], g[2.832]
Training on Epoch 13 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:07<00:09, 2.67it/s]
>188, c[0.000,100], d[0.209,0.095], g[2.149]
Training on Epoch 13 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:07<00:08, 2.76it/s]
>189, c[0.000,100], d[0.045,0.144], g[2.506]
Training on Epoch 13 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:07<00:08, 2.77it/s]
>190, c[0.007,100], d[0.014,0.100], g[2.916]
Training on Epoch 13 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:08<00:08, 2.74it/s]
>191, c[0.021,100], d[0.026,0.090], g[2.951]
Training on Epoch 13 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:08<00:07, 2.84it/s]
>192, c[0.000,100], d[0.323,0.095], g[3.002]
Training on Epoch 13 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:08<00:06, 2.88it/s]
>193, c[0.026,100], d[0.007,0.192], g[2.765]
Training on Epoch 13 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:09<00:06, 2.87it/s]
>194, c[0.000,100], d[0.270,1.091], g[3.361]
Training on Epoch 13 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:09<00:06, 2.91it/s]
>195, c[0.000,100], d[0.290,0.284], g[2.896]
Training on Epoch 13 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:09<00:05, 2.93it/s]
>196, c[0.000,100], d[0.384,0.041], g[2.877]
Training on Epoch 13 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:10<00:05, 2.90it/s]
>197, c[0.000,100], d[0.069,0.409], g[2.760]
Training on Epoch 13 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:10<00:05, 2.92it/s]
>198, c[0.001,100], d[0.106,0.061], g[3.275]
Training on Epoch 13 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:10<00:04, 2.94it/s]
>199, c[0.000,100], d[0.445,0.038], g[2.837]
Training on Epoch 13 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:11<00:04, 2.90it/s]
>200, c[0.003,100], d[0.939,0.211], g[2.157]
Training on Epoch 13 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:11<00:04, 2.86it/s]
>201, c[0.001,100], d[0.223,0.114], g[2.264]
Training on Epoch 13 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:11<00:03, 2.87it/s]
>202, c[0.015,100], d[0.226,0.143], g[2.338]
Training on Epoch 13 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:12<00:03, 2.92it/s]
>203, c[0.000,100], d[0.532,0.321], g[1.394]
Training on Epoch 13 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:12<00:03, 2.84it/s]
>204, c[0.002,100], d[0.441,0.661], g[2.062]
Training on Epoch 13 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:12<00:02, 2.86it/s]
>205, c[0.001,100], d[0.007,0.285], g[2.103]
Training on Epoch 13 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:13<00:02, 2.90it/s]
>206, c[0.002,100], d[0.016,0.446], g[2.423]
Training on Epoch 13 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:13<00:02, 2.92it/s]
>207, c[0.000,100], d[1.046,0.314], g[3.060]
Training on Epoch 13 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:13<00:01, 2.85it/s]
>208, c[0.000,100], d[0.083,0.221], g[2.957]
Training on Epoch 13 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:14<00:01, 2.83it/s]
>209, c[0.000,100], d[0.552,0.168], g[2.598]
Training on Epoch 13 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:14<00:01, 2.86it/s]
>210, c[0.002,100], d[0.578,1.311], g[2.183]
Training on Epoch 13 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:15<00:00, 2.84it/s]
>211, c[0.006,100], d[0.206,0.424], g[1.927]
Training on Epoch 13 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:15<00:00, 2.86it/s]
>212, c[0.000,100], d[0.145,0.577], g[2.997]
Training on Epoch 13 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:15<00:00, 2.81it/s]
>213, c[0.000,100], d[0.133,0.459], g[4.741]
EPOCHS =>: 26%|██████████████████▍ | 13/50 [16:56<49:53, 80.91s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 14 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 14 =>: 0%|▎ | 1/213 [00:00<01:15, 2.80it/s]
>1, c[0.001,100], d[0.029,0.024], g[2.949]
Training on Epoch 14 =>: 1%|▌ | 2/213 [00:00<01:14, 2.84it/s]
>2, c[0.002,100], d[0.275,0.022], g[2.911]
Training on Epoch 14 =>: 1%|▊ | 3/213 [00:01<01:11, 2.95it/s]
>3, c[0.000,100], d[0.231,0.054], g[3.066]
Training on Epoch 14 =>: 2%|█ | 4/213 [00:01<01:11, 2.93it/s]
>4, c[0.001,100], d[0.108,0.070], g[3.193]
Training on Epoch 14 =>: 2%|█▎ | 5/213 [00:01<01:10, 2.95it/s]
>5, c[0.001,100], d[0.323,0.079], g[2.116]
Training on Epoch 14 =>: 3%|█▌ | 6/213 [00:02<01:10, 2.92it/s]
>6, c[0.000,100], d[1.222,0.214], g[1.605]
Training on Epoch 14 =>: 3%|█▊ | 7/213 [00:02<01:09, 2.95it/s]
>7, c[0.000,100], d[0.324,1.324], g[2.184]
Training on Epoch 14 =>: 4%|██▏ | 8/213 [00:02<01:09, 2.96it/s]
>8, c[0.000,100], d[0.553,0.723], g[1.634]
Training on Epoch 14 =>: 4%|██▍ | 9/213 [00:03<01:08, 2.99it/s]
>9, c[0.012,100], d[0.313,0.613], g[1.550]
Training on Epoch 14 =>: 5%|██▋ | 10/213 [00:03<01:06, 3.05it/s]
>10, c[0.000,100], d[0.047,0.161], g[2.420]
Training on Epoch 14 =>: 5%|██▉ | 11/213 [00:03<01:04, 3.11it/s]
>11, c[0.000,100], d[0.121,0.124], g[2.481]
Training on Epoch 14 =>: 6%|███▏ | 12/213 [00:03<01:03, 3.17it/s]
>12, c[0.001,100], d[0.453,0.145], g[2.214]
Training on Epoch 14 =>: 6%|███▍ | 13/213 [00:04<01:03, 3.14it/s]
>13, c[0.007,100], d[0.585,0.263], g[2.412]
Training on Epoch 14 =>: 7%|███▋ | 14/213 [00:04<01:04, 3.08it/s]
>14, c[0.000,100], d[0.053,0.318], g[1.469]
Training on Epoch 14 =>: 7%|███▉ | 15/213 [00:04<01:04, 3.09it/s]
>15, c[0.000,100], d[0.347,0.291], g[3.101]
Training on Epoch 14 =>: 8%|████▏ | 16/213 [00:05<01:04, 3.06it/s]
>16, c[0.053,100], d[0.113,0.077], g[2.126]
Training on Epoch 14 =>: 8%|████▍ | 17/213 [00:05<01:05, 3.00it/s]
>17, c[0.000,100], d[0.023,0.161], g[2.162]
Training on Epoch 14 =>: 8%|████▋ | 18/213 [00:05<01:04, 3.05it/s]
>18, c[0.009,100], d[0.543,0.195], g[2.716]
Training on Epoch 14 =>: 9%|████▉ | 19/213 [00:06<01:04, 3.02it/s]
>19, c[0.000,100], d[0.008,0.093], g[1.613]
Training on Epoch 14 =>: 9%|█████▎ | 20/213 [00:06<01:05, 2.94it/s]
>20, c[0.001,100], d[0.094,0.160], g[3.379]
Training on Epoch 14 =>: 10%|█████▌ | 21/213 [00:07<01:06, 2.89it/s]
>21, c[0.000,100], d[0.069,0.181], g[3.226]
Training on Epoch 14 =>: 10%|█████▊ | 22/213 [00:07<01:04, 2.96it/s]
>22, c[0.004,100], d[0.606,0.312], g[3.183]
Training on Epoch 14 =>: 11%|██████ | 23/213 [00:07<01:04, 2.93it/s]
>23, c[0.001,100], d[0.317,0.174], g[3.205]
Training on Epoch 14 =>: 11%|██████▎ | 24/213 [00:08<01:04, 2.92it/s]
>24, c[0.000,100], d[0.180,0.206], g[2.751]
Training on Epoch 14 =>: 12%|██████▌ | 25/213 [00:08<01:04, 2.91it/s]
>25, c[0.000,100], d[0.090,0.588], g[2.572]
Training on Epoch 14 =>: 12%|██████▊ | 26/213 [00:08<01:04, 2.89it/s]
>26, c[0.000,100], d[0.850,0.132], g[2.572]
Training on Epoch 14 =>: 13%|███████ | 27/213 [00:09<01:07, 2.76it/s]
>27, c[0.010,100], d[0.067,0.144], g[2.258]
Training on Epoch 14 =>: 13%|███████▎ | 28/213 [00:09<01:05, 2.82it/s]
>28, c[0.000,100], d[0.013,0.192], g[3.507]
Training on Epoch 14 =>: 14%|███████▌ | 29/213 [00:09<01:04, 2.86it/s]
>29, c[0.000,100], d[0.508,0.428], g[3.867]
Training on Epoch 14 =>: 14%|███████▉ | 30/213 [00:10<01:02, 2.91it/s]
>30, c[0.000,100], d[0.939,0.132], g[2.604]
Training on Epoch 14 =>: 15%|████████▏ | 31/213 [00:10<01:02, 2.91it/s]
>31, c[0.000,100], d[0.076,0.325], g[2.921]
Training on Epoch 14 =>: 15%|████████▍ | 32/213 [00:10<01:02, 2.91it/s]
>32, c[0.000,100], d[0.211,0.116], g[2.898]
Training on Epoch 14 =>: 15%|████████▋ | 33/213 [00:11<01:00, 2.97it/s]
>33, c[0.005,100], d[0.152,0.366], g[3.153]
Training on Epoch 14 =>: 16%|████████▉ | 34/213 [00:11<01:00, 2.96it/s]
>34, c[0.000,100], d[0.430,0.131], g[2.230]
Training on Epoch 14 =>: 16%|█████████▏ | 35/213 [00:11<01:00, 2.96it/s]
>35, c[0.002,100], d[0.374,0.112], g[2.964]
Training on Epoch 14 =>: 17%|█████████▍ | 36/213 [00:12<01:00, 2.91it/s]
>36, c[0.000,100], d[0.023,0.040], g[2.549]
Training on Epoch 14 =>: 17%|█████████▋ | 37/213 [00:12<01:01, 2.88it/s]
>37, c[0.000,100], d[0.032,0.693], g[2.806]
Training on Epoch 14 =>: 18%|█████████▉ | 38/213 [00:12<01:00, 2.90it/s]
>38, c[0.058,100], d[0.054,0.056], g[2.858]
Training on Epoch 14 =>: 18%|██████████▎ | 39/213 [00:13<00:59, 2.93it/s]
>39, c[0.000,100], d[0.593,0.045], g[2.880]
Training on Epoch 14 =>: 19%|██████████▌ | 40/213 [00:13<00:59, 2.89it/s]
>40, c[0.000,100], d[0.008,0.559], g[2.464]
Training on Epoch 14 =>: 19%|██████████▊ | 41/213 [00:13<00:58, 2.92it/s]
>41, c[0.000,100], d[0.417,0.109], g[2.305]
Training on Epoch 14 =>: 20%|███████████ | 42/213 [00:14<00:58, 2.92it/s]
>42, c[0.049,100], d[0.104,0.514], g[3.837]
Training on Epoch 14 =>: 20%|███████████▎ | 43/213 [00:14<00:58, 2.92it/s]
>43, c[0.007,100], d[0.259,0.176], g[3.089]
Training on Epoch 14 =>: 21%|███████████▌ | 44/213 [00:14<00:57, 2.92it/s]
>44, c[0.000,100], d[0.198,0.222], g[2.930]
Training on Epoch 14 =>: 21%|███████████▊ | 45/213 [00:15<00:57, 2.94it/s]
>45, c[0.000,100], d[0.370,0.057], g[3.028]
Training on Epoch 14 =>: 22%|████████████ | 46/213 [00:15<00:57, 2.92it/s]
>46, c[0.007,100], d[0.135,0.189], g[2.809]
Training on Epoch 14 =>: 22%|████████████▎ | 47/213 [00:15<00:57, 2.91it/s]
>47, c[0.002,100], d[0.066,0.194], g[3.313]
Training on Epoch 14 =>: 23%|████████████▌ | 48/213 [00:16<00:56, 2.93it/s]
>48, c[0.000,100], d[0.065,0.387], g[3.630]
Training on Epoch 14 =>: 23%|████████████▉ | 49/213 [00:16<00:57, 2.87it/s]
>49, c[0.000,100], d[1.163,0.107], g[1.920]
Training on Epoch 14 =>: 23%|█████████████▏ | 50/213 [00:16<00:56, 2.89it/s]
>50, c[0.000,100], d[0.158,0.233], g[2.870]
Training on Epoch 14 =>: 24%|█████████████▍ | 51/213 [00:17<00:55, 2.90it/s]
>51, c[0.607,83], d[0.716,0.248], g[1.170]
Training on Epoch 14 =>: 24%|█████████████▋ | 52/213 [00:17<00:55, 2.88it/s]
>52, c[0.001,100], d[0.184,0.476], g[2.255]
Training on Epoch 14 =>: 25%|█████████████▉ | 53/213 [00:18<00:54, 2.94it/s]
>53, c[0.021,100], d[0.325,0.569], g[2.239]
Training on Epoch 14 =>: 25%|██████████████▏ | 54/213 [00:18<00:54, 2.92it/s]
>54, c[0.000,100], d[0.117,0.564], g[3.187]
Training on Epoch 14 =>: 26%|██████████████▍ | 55/213 [00:18<00:54, 2.87it/s]
>55, c[0.000,100], d[0.312,0.469], g[4.770]
Training on Epoch 14 =>: 26%|██████████████▋ | 56/213 [00:19<00:54, 2.86it/s]
>56, c[0.008,100], d[0.874,0.431], g[1.864]
Training on Epoch 14 =>: 27%|██████████████▉ | 57/213 [00:19<00:55, 2.82it/s]
>57, c[0.342,83], d[0.739,0.382], g[2.002]
Training on Epoch 14 =>: 27%|███████████████▏ | 58/213 [00:19<00:53, 2.90it/s]
>58, c[0.005,100], d[0.572,0.912], g[1.715]
Training on Epoch 14 =>: 28%|███████████████▌ | 59/213 [00:20<01:02, 2.47it/s]
>59, c[0.950,83], d[0.024,0.155], g[2.432]
Training on Epoch 14 =>: 28%|███████████████▊ | 60/213 [00:20<01:00, 2.54it/s]
>60, c[0.069,100], d[0.035,0.741], g[1.899]
Training on Epoch 14 =>: 29%|████████████████ | 61/213 [00:21<00:58, 2.59it/s]
>61, c[0.001,100], d[0.439,1.287], g[2.160]
Training on Epoch 14 =>: 29%|████████████████▎ | 62/213 [00:21<00:56, 2.66it/s]
>62, c[0.002,100], d[1.251,0.068], g[2.501]
Training on Epoch 14 =>: 30%|████████████████▌ | 63/213 [00:21<00:55, 2.72it/s]
>63, c[0.002,100], d[0.634,0.332], g[2.313]
Training on Epoch 14 =>: 30%|████████████████▊ | 64/213 [00:22<00:54, 2.76it/s]
>64, c[0.000,100], d[0.281,1.360], g[3.462]
Training on Epoch 14 =>: 31%|█████████████████ | 65/213 [00:22<00:52, 2.79it/s]
>65, c[0.000,100], d[0.853,0.839], g[1.958]
Training on Epoch 14 =>: 31%|█████████████████▎ | 66/213 [00:22<00:52, 2.82it/s]
>66, c[0.177,83], d[0.365,0.380], g[1.683]
Training on Epoch 14 =>: 31%|█████████████████▌ | 67/213 [00:23<00:51, 2.85it/s]
>67, c[0.093,100], d[0.520,0.211], g[1.795]
Training on Epoch 14 =>: 32%|█████████████████▉ | 68/213 [00:23<00:50, 2.89it/s]
>68, c[0.001,100], d[0.114,0.357], g[2.064]
Training on Epoch 14 =>: 32%|██████████████████▏ | 69/213 [00:23<00:49, 2.90it/s]
>69, c[0.045,100], d[0.401,0.514], g[1.811]
Training on Epoch 14 =>: 33%|██████████████████▍ | 70/213 [00:24<00:49, 2.90it/s]
>70, c[0.003,100], d[0.097,0.236], g[1.700]
Training on Epoch 14 =>: 33%|██████████████████▋ | 71/213 [00:24<00:48, 2.91it/s]
>71, c[0.000,100], d[0.174,0.136], g[2.963]
Training on Epoch 14 =>: 34%|██████████████████▉ | 72/213 [00:24<00:48, 2.93it/s]
>72, c[0.000,100], d[0.160,0.126], g[2.333]
Training on Epoch 14 =>: 34%|███████████████████▏ | 73/213 [00:25<00:48, 2.90it/s]
>73, c[0.002,100], d[0.390,0.295], g[2.239]
Training on Epoch 14 =>: 35%|███████████████████▍ | 74/213 [00:25<00:49, 2.83it/s]
>74, c[0.015,100], d[0.020,0.134], g[2.071]
Training on Epoch 14 =>: 35%|███████████████████▋ | 75/213 [00:25<00:47, 2.92it/s]
>75, c[0.004,100], d[0.432,0.222], g[1.560]
Training on Epoch 14 =>: 36%|███████████████████▉ | 76/213 [00:26<00:47, 2.87it/s]
>76, c[0.000,100], d[0.447,0.319], g[1.483]
Training on Epoch 14 =>: 36%|████████████████████▏ | 77/213 [00:26<00:47, 2.86it/s]
>77, c[0.019,100], d[0.245,0.196], g[2.396]
Training on Epoch 14 =>: 37%|████████████████████▌ | 78/213 [00:26<00:46, 2.90it/s]
>78, c[0.000,100], d[0.259,0.321], g[1.281]
Training on Epoch 14 =>: 37%|████████████████████▊ | 79/213 [00:27<00:46, 2.87it/s]
>79, c[0.000,100], d[0.054,0.661], g[2.611]
Training on Epoch 14 =>: 38%|█████████████████████ | 80/213 [00:27<00:46, 2.84it/s]
>80, c[0.001,100], d[0.546,0.490], g[2.243]
Training on Epoch 14 =>: 38%|█████████████████████▎ | 81/213 [00:27<00:45, 2.89it/s]
>81, c[0.000,100], d[0.229,0.346], g[3.370]
Training on Epoch 14 =>: 38%|█████████████████████▌ | 82/213 [00:28<00:45, 2.89it/s]
>82, c[0.010,100], d[0.494,0.441], g[3.678]
Training on Epoch 14 =>: 39%|█████████████████████▊ | 83/213 [00:28<00:45, 2.85it/s]
>83, c[0.000,100], d[0.460,0.084], g[2.188]
Training on Epoch 14 =>: 39%|██████████████████████ | 84/213 [00:29<00:45, 2.87it/s]
>84, c[0.000,100], d[0.183,0.134], g[1.873]
Training on Epoch 14 =>: 40%|██████████████████████▎ | 85/213 [00:29<00:44, 2.86it/s]
>85, c[0.000,100], d[0.172,0.343], g[2.594]
Training on Epoch 14 =>: 40%|██████████████████████▌ | 86/213 [00:29<00:44, 2.88it/s]
>86, c[0.000,100], d[0.189,0.411], g[2.085]
Training on Epoch 14 =>: 41%|██████████████████████▊ | 87/213 [00:30<00:44, 2.86it/s]
>87, c[0.000,100], d[0.113,0.175], g[2.884]
Training on Epoch 14 =>: 41%|███████████████████████▏ | 88/213 [00:30<00:43, 2.88it/s]
>88, c[0.000,100], d[0.108,0.456], g[2.977]
Training on Epoch 14 =>: 42%|███████████████████████▍ | 89/213 [00:30<00:42, 2.89it/s]
>89, c[0.000,100], d[0.330,0.084], g[2.555]
Training on Epoch 14 =>: 42%|███████████████████████▋ | 90/213 [00:31<00:42, 2.87it/s]
>90, c[0.104,100], d[0.293,0.058], g[2.473]
Training on Epoch 14 =>: 43%|███████████████████████▉ | 91/213 [00:31<00:42, 2.87it/s]
>91, c[0.000,100], d[0.240,0.068], g[1.330]
Training on Epoch 14 =>: 43%|████████████████████████▏ | 92/213 [00:31<00:42, 2.87it/s]
>92, c[0.000,100], d[0.089,0.233], g[1.974]
Training on Epoch 14 =>: 44%|████████████████████████▍ | 93/213 [00:32<00:42, 2.84it/s]
>93, c[0.110,100], d[0.312,0.449], g[2.305]
Training on Epoch 14 =>: 44%|████████████████████████▋ | 94/213 [00:32<00:41, 2.84it/s]
>94, c[0.001,100], d[0.280,0.282], g[2.176]
Training on Epoch 14 =>: 45%|████████████████████████▉ | 95/213 [00:32<00:41, 2.87it/s]
>95, c[0.000,100], d[0.093,0.544], g[2.776]
Training on Epoch 14 =>: 45%|█████████████████████████▏ | 96/213 [00:33<00:40, 2.91it/s]
>96, c[0.000,100], d[0.225,0.077], g[3.541]
Training on Epoch 14 =>: 46%|█████████████████████████▌ | 97/213 [00:33<00:40, 2.87it/s]
>97, c[0.000,100], d[0.542,0.231], g[2.463]
Training on Epoch 14 =>: 46%|█████████████████████████▊ | 98/213 [00:33<00:39, 2.89it/s]
>98, c[0.000,100], d[0.025,0.071], g[2.690]
Training on Epoch 14 =>: 46%|██████████████████████████ | 99/213 [00:34<00:39, 2.87it/s]
>99, c[0.000,100], d[0.075,0.170], g[2.294]
Training on Epoch 14 =>: 47%|█████████████████████████▊ | 100/213 [00:34<00:39, 2.88it/s]
>100, c[0.000,100], d[0.109,0.161], g[2.719]
Training on Epoch 14 =>: 47%|██████████████████████████ | 101/213 [00:34<00:38, 2.91it/s]
>101, c[0.000,100], d[0.048,0.096], g[2.597]
Training on Epoch 14 =>: 48%|██████████████████████████▎ | 102/213 [00:35<00:37, 2.95it/s]
>102, c[0.000,100], d[0.238,0.132], g[3.418]
Training on Epoch 14 =>: 48%|██████████████████████████▌ | 103/213 [00:35<00:38, 2.89it/s]
>103, c[0.000,100], d[0.298,0.798], g[3.022]
Training on Epoch 14 =>: 49%|██████████████████████████▊ | 104/213 [00:35<00:37, 2.88it/s]
>104, c[0.000,100], d[0.275,0.034], g[2.796]
Training on Epoch 14 =>: 49%|███████████████████████████ | 105/213 [00:36<00:37, 2.89it/s]
>105, c[0.000,100], d[0.262,0.097], g[3.255]
Training on Epoch 14 =>: 50%|███████████████████████████▎ | 106/213 [00:36<00:37, 2.86it/s]
>106, c[0.000,100], d[0.364,0.078], g[1.892]
Training on Epoch 14 =>: 50%|███████████████████████████▋ | 107/213 [00:37<00:36, 2.88it/s]
>107, c[0.000,100], d[0.003,0.124], g[2.259]
Training on Epoch 14 =>: 51%|███████████████████████████▉ | 108/213 [00:37<00:36, 2.88it/s]
>108, c[0.003,100], d[0.446,0.113], g[2.628]
Training on Epoch 14 =>: 51%|████████████████████████████▏ | 109/213 [00:37<00:36, 2.87it/s]
>109, c[0.000,100], d[0.547,0.746], g[1.541]
Training on Epoch 14 =>: 52%|████████████████████████████▍ | 110/213 [00:38<00:35, 2.92it/s]
>110, c[0.010,100], d[0.332,0.211], g[1.271]
Training on Epoch 14 =>: 52%|████████████████████████████▋ | 111/213 [00:38<00:35, 2.87it/s]
>111, c[0.002,100], d[0.448,0.717], g[1.607]
Training on Epoch 14 =>: 53%|████████████████████████████▉ | 112/213 [00:38<00:35, 2.85it/s]
>112, c[0.000,100], d[0.530,0.180], g[1.354]
Training on Epoch 14 =>: 53%|█████████████████████████████▏ | 113/213 [00:39<00:35, 2.85it/s]
>113, c[0.003,100], d[0.203,0.443], g[1.662]
Training on Epoch 14 =>: 54%|█████████████████████████████▍ | 114/213 [00:39<00:36, 2.70it/s]
>114, c[0.004,100], d[0.150,0.200], g[1.664]
Training on Epoch 14 =>: 54%|█████████████████████████████▋ | 115/213 [00:39<00:35, 2.75it/s]
>115, c[0.000,100], d[0.391,0.369], g[3.109]
Training on Epoch 14 =>: 54%|█████████████████████████████▉ | 116/213 [00:40<00:34, 2.81it/s]
>116, c[0.000,100], d[0.328,0.059], g[3.588]
Training on Epoch 14 =>: 55%|██████████████████████████████▏ | 117/213 [00:40<00:34, 2.79it/s]
>117, c[0.000,100], d[0.541,1.003], g[2.864]
Training on Epoch 14 =>: 55%|██████████████████████████████▍ | 118/213 [00:40<00:34, 2.76it/s]
>118, c[0.000,100], d[0.166,0.093], g[2.352]
Training on Epoch 14 =>: 56%|██████████████████████████████▋ | 119/213 [00:41<00:33, 2.80it/s]
>119, c[0.006,100], d[0.772,0.522], g[2.338]
Training on Epoch 14 =>: 56%|██████████████████████████████▉ | 120/213 [00:41<00:33, 2.78it/s]
>120, c[0.000,100], d[0.214,0.492], g[2.408]
Training on Epoch 14 =>: 57%|███████████████████████████████▏ | 121/213 [00:41<00:32, 2.83it/s]
>121, c[0.000,100], d[0.151,0.031], g[3.318]
Training on Epoch 14 =>: 57%|███████████████████████████████▌ | 122/213 [00:42<00:32, 2.79it/s]
>122, c[0.002,100], d[0.558,0.311], g[3.013]
Training on Epoch 14 =>: 58%|███████████████████████████████▊ | 123/213 [00:42<00:31, 2.86it/s]
>123, c[0.000,100], d[0.052,0.078], g[2.690]
Training on Epoch 14 =>: 58%|████████████████████████████████ | 124/213 [00:43<00:31, 2.86it/s]
>124, c[0.000,100], d[0.040,0.155], g[2.617]
Training on Epoch 14 =>: 59%|████████████████████████████████▎ | 125/213 [00:43<00:31, 2.83it/s]
>125, c[0.000,100], d[0.189,0.083], g[2.984]
Training on Epoch 14 =>: 59%|████████████████████████████████▌ | 126/213 [00:43<00:30, 2.83it/s]
>126, c[0.000,100], d[0.355,0.192], g[2.190]
Training on Epoch 14 =>: 60%|████████████████████████████████▊ | 127/213 [00:44<00:30, 2.87it/s]
>127, c[0.000,100], d[0.102,0.297], g[2.198]
Training on Epoch 14 =>: 60%|█████████████████████████████████ | 128/213 [00:44<00:29, 2.84it/s]
>128, c[0.001,100], d[0.349,0.181], g[2.702]
Training on Epoch 14 =>: 61%|█████████████████████████████████▎ | 129/213 [00:44<00:29, 2.85it/s]
>129, c[0.007,100], d[0.013,0.178], g[1.965]
Training on Epoch 14 =>: 61%|█████████████████████████████████▌ | 130/213 [00:45<00:29, 2.85it/s]
>130, c[0.094,100], d[0.103,0.195], g[2.789]
Training on Epoch 14 =>: 62%|█████████████████████████████████▊ | 131/213 [00:45<00:28, 2.88it/s]
>131, c[0.000,100], d[0.278,0.030], g[2.549]
Training on Epoch 14 =>: 62%|██████████████████████████████████ | 132/213 [00:45<00:28, 2.85it/s]
>132, c[0.000,100], d[0.182,0.926], g[2.800]
Training on Epoch 14 =>: 62%|██████████████████████████████████▎ | 133/213 [00:46<00:27, 2.89it/s]
>133, c[0.000,100], d[0.013,0.038], g[3.074]
Training on Epoch 14 =>: 63%|██████████████████████████████████▌ | 134/213 [00:46<00:27, 2.84it/s]
>134, c[0.649,83], d[1.109,0.666], g[1.558]
Training on Epoch 14 =>: 63%|██████████████████████████████████▊ | 135/213 [00:46<00:26, 2.92it/s]
>135, c[0.001,100], d[0.206,0.316], g[2.086]
Training on Epoch 14 =>: 64%|███████████████████████████████████ | 136/213 [00:47<00:26, 2.90it/s]
>136, c[0.047,100], d[0.106,0.332], g[2.570]
Training on Epoch 14 =>: 64%|███████████████████████████████████▍ | 137/213 [00:47<00:26, 2.88it/s]
>137, c[0.000,100], d[0.411,0.764], g[3.742]
Training on Epoch 14 =>: 65%|███████████████████████████████████▋ | 138/213 [00:47<00:25, 2.92it/s]
>138, c[0.000,100], d[1.116,0.246], g[2.235]
Training on Epoch 14 =>: 65%|███████████████████████████████████▉ | 139/213 [00:48<00:25, 2.85it/s]
>139, c[0.002,100], d[0.304,0.386], g[2.067]
Training on Epoch 14 =>: 66%|████████████████████████████████████▏ | 140/213 [00:48<00:25, 2.82it/s]
>140, c[0.001,100], d[0.294,0.442], g[3.237]
Training on Epoch 14 =>: 66%|████████████████████████████████████▍ | 141/213 [00:48<00:25, 2.84it/s]
>141, c[0.004,100], d[0.289,0.109], g[2.315]
Training on Epoch 14 =>: 67%|████████████████████████████████████▋ | 142/213 [00:49<00:25, 2.82it/s]
>142, c[0.000,100], d[0.331,0.445], g[2.604]
Training on Epoch 14 =>: 67%|████████████████████████████████████▉ | 143/213 [00:49<00:25, 2.77it/s]
>143, c[0.000,100], d[0.389,0.187], g[1.410]
Training on Epoch 14 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:50<00:24, 2.79it/s]
>144, c[0.000,100], d[0.045,0.150], g[1.677]
Training on Epoch 14 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:50<00:24, 2.82it/s]
>145, c[0.000,100], d[0.029,0.143], g[2.180]
Training on Epoch 14 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:50<00:23, 2.80it/s]
>146, c[0.000,100], d[0.156,0.193], g[2.127]
Training on Epoch 14 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:51<00:23, 2.79it/s]
>147, c[0.000,100], d[0.148,0.079], g[3.280]
Training on Epoch 14 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:51<00:23, 2.79it/s]
>148, c[0.000,100], d[0.497,0.740], g[2.534]
Training on Epoch 14 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:51<00:22, 2.80it/s]
>149, c[0.000,100], d[0.077,0.056], g[3.135]
Training on Epoch 14 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:52<00:22, 2.82it/s]
>150, c[0.062,100], d[0.295,0.285], g[2.314]
Training on Epoch 14 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:52<00:21, 2.82it/s]
>151, c[0.000,100], d[0.018,0.129], g[2.879]
Training on Epoch 14 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:52<00:21, 2.83it/s]
>152, c[0.000,100], d[0.119,0.078], g[2.418]
Training on Epoch 14 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:53<00:21, 2.84it/s]
>153, c[0.000,100], d[0.351,0.178], g[2.390]
Training on Epoch 14 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:53<00:20, 2.81it/s]
>154, c[0.000,100], d[0.512,0.250], g[0.838]
Training on Epoch 14 =>: 73%|████████████████████████████████████████ | 155/213 [00:53<00:20, 2.81it/s]
>155, c[0.001,100], d[0.163,0.745], g[3.817]
Training on Epoch 14 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:54<00:19, 2.87it/s]
>156, c[0.000,100], d[0.167,1.016], g[3.941]
Training on Epoch 14 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:54<00:19, 2.81it/s]
>157, c[0.000,100], d[0.258,0.068], g[4.122]
Training on Epoch 14 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:55<00:19, 2.81it/s]
>158, c[0.000,100], d[0.636,0.833], g[4.025]
Training on Epoch 14 =>: 75%|█████████████████████████████████████████ | 159/213 [00:55<00:18, 2.87it/s]
>159, c[0.008,100], d[0.662,0.063], g[3.523]
Training on Epoch 14 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:55<00:18, 2.82it/s]
>160, c[0.001,100], d[0.480,0.091], g[2.487]
Training on Epoch 14 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:56<00:18, 2.88it/s]
>161, c[0.001,100], d[0.188,0.058], g[1.410]
Training on Epoch 14 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:56<00:17, 2.89it/s]
>162, c[0.000,100], d[0.733,0.537], g[2.506]
Training on Epoch 14 =>: 77%|██████████████████████████████████████████ | 163/213 [00:56<00:17, 2.86it/s]
>163, c[0.000,100], d[0.174,0.436], g[3.014]
Training on Epoch 14 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:57<00:17, 2.87it/s]
>164, c[0.004,100], d[0.048,0.088], g[2.990]
Training on Epoch 14 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:57<00:16, 2.84it/s]
>165, c[0.024,100], d[0.512,0.234], g[2.528]
Training on Epoch 14 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:57<00:16, 2.86it/s]
>166, c[0.000,100], d[0.006,0.083], g[2.552]
Training on Epoch 14 =>: 78%|███████████████████████████████████████████ | 167/213 [00:58<00:16, 2.87it/s]
>167, c[0.000,100], d[0.604,0.385], g[2.375]
Training on Epoch 14 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:58<00:15, 2.87it/s]
>168, c[0.000,100], d[0.065,0.052], g[1.917]
Training on Epoch 14 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:58<00:15, 2.89it/s]
>169, c[0.000,100], d[0.037,0.109], g[3.453]
Training on Epoch 14 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:59<00:14, 2.88it/s]
>170, c[0.000,100], d[0.784,0.161], g[2.511]
Training on Epoch 14 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:59<00:14, 2.90it/s]
>171, c[0.000,100], d[0.187,0.171], g[1.711]
Training on Epoch 14 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:59<00:14, 2.91it/s]
>172, c[0.000,100], d[0.053,0.287], g[1.901]
Training on Epoch 14 =>: 81%|████████████████████████████████████████████▋ | 173/213 [01:00<00:13, 2.89it/s]
>173, c[0.002,100], d[0.018,0.064], g[3.374]
Training on Epoch 14 =>: 82%|████████████████████████████████████████████▉ | 174/213 [01:00<00:13, 2.87it/s]
>174, c[0.000,100], d[0.061,0.317], g[1.931]
Training on Epoch 14 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [01:00<00:13, 2.86it/s]
>175, c[0.004,100], d[0.649,0.027], g[1.510]
Training on Epoch 14 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [01:01<00:12, 2.88it/s]
>176, c[0.000,100], d[0.462,0.292], g[2.161]
Training on Epoch 14 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [01:01<00:12, 2.87it/s]
>177, c[0.000,100], d[0.187,0.486], g[1.946]
Training on Epoch 14 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [01:01<00:12, 2.86it/s]
>178, c[0.000,100], d[0.003,0.610], g[2.999]
Training on Epoch 14 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [01:02<00:11, 2.86it/s]
>179, c[0.000,100], d[0.692,0.029], g[2.738]
Training on Epoch 14 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [01:02<00:11, 2.78it/s]
>180, c[0.000,100], d[0.010,0.784], g[3.213]
Training on Epoch 14 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [01:03<00:11, 2.82it/s]
>181, c[0.000,100], d[1.044,0.085], g[2.907]
Training on Epoch 14 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:03<00:11, 2.81it/s]
>182, c[0.000,100], d[1.029,0.600], g[1.336]
Training on Epoch 14 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:03<00:10, 2.84it/s]
>183, c[0.000,100], d[0.145,0.339], g[2.489]
Training on Epoch 14 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:04<00:10, 2.85it/s]
>184, c[0.006,100], d[0.045,0.327], g[4.188]
Training on Epoch 14 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:04<00:09, 2.87it/s]
>185, c[0.000,100], d[0.387,0.339], g[2.421]
Training on Epoch 14 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:04<00:09, 2.74it/s]
>186, c[0.000,100], d[0.588,0.270], g[1.779]
Training on Epoch 14 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:05<00:09, 2.76it/s]
>187, c[0.000,100], d[0.548,0.457], g[2.317]
Training on Epoch 14 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:05<00:09, 2.72it/s]
>188, c[0.000,100], d[0.018,0.233], g[1.797]
Training on Epoch 14 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:05<00:08, 2.80it/s]
>189, c[0.000,100], d[0.383,0.302], g[2.685]
Training on Epoch 14 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:06<00:08, 2.82it/s]
>190, c[0.001,100], d[0.032,0.541], g[2.150]
Training on Epoch 14 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:06<00:07, 2.82it/s]
>191, c[0.001,100], d[0.547,1.524], g[3.419]
Training on Epoch 14 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:06<00:07, 2.83it/s]
>192, c[0.011,100], d[1.683,0.096], g[2.121]
Training on Epoch 14 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:07<00:07, 2.83it/s]
>193, c[0.000,100], d[0.215,0.151], g[2.415]
Training on Epoch 14 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:07<00:06, 2.81it/s]
>194, c[0.000,100], d[0.316,0.346], g[2.178]
Training on Epoch 14 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:08<00:06, 2.77it/s]
>195, c[0.000,100], d[0.349,0.144], g[2.687]
Training on Epoch 14 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:08<00:06, 2.79it/s]
>196, c[0.047,100], d[0.114,0.135], g[2.369]
Training on Epoch 14 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:08<00:05, 2.85it/s]
>197, c[0.005,100], d[0.306,0.161], g[1.809]
Training on Epoch 14 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:09<00:05, 2.89it/s]
>198, c[0.000,100], d[0.640,0.375], g[1.603]
Training on Epoch 14 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:09<00:04, 2.87it/s]
>199, c[0.000,100], d[0.124,0.141], g[2.343]
Training on Epoch 14 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:09<00:04, 2.88it/s]
>200, c[0.000,100], d[0.001,0.139], g[2.302]
Training on Epoch 14 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:10<00:04, 2.93it/s]
>201, c[0.000,100], d[0.040,0.049], g[3.201]
Training on Epoch 14 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:10<00:03, 2.93it/s]
>202, c[0.000,100], d[0.348,0.121], g[2.971]
Training on Epoch 14 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:10<00:03, 2.94it/s]
>203, c[0.001,100], d[0.588,0.164], g[2.373]
Training on Epoch 14 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:11<00:03, 2.97it/s]
>204, c[0.000,100], d[0.141,0.172], g[2.107]
Training on Epoch 14 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:11<00:02, 2.97it/s]
>205, c[0.004,100], d[0.298,0.487], g[2.384]
Training on Epoch 14 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:11<00:02, 2.95it/s]
>206, c[0.017,100], d[0.017,0.162], g[2.806]
Training on Epoch 14 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:12<00:02, 2.95it/s]
>207, c[0.001,100], d[0.290,0.102], g[3.232]
Training on Epoch 14 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:12<00:01, 2.89it/s]
>208, c[0.000,100], d[0.456,0.384], g[2.588]
Training on Epoch 14 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:12<00:01, 2.87it/s]
>209, c[0.004,100], d[0.352,0.196], g[2.366]
Training on Epoch 14 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:13<00:01, 2.91it/s]
>210, c[0.000,100], d[0.043,0.502], g[2.352]
Training on Epoch 14 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:13<00:00, 2.83it/s]
>211, c[0.006,100], d[0.080,0.423], g[2.390]
Training on Epoch 14 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:13<00:00, 2.89it/s]
>212, c[0.000,100], d[0.590,0.647], g[2.377]
Training on Epoch 14 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:14<00:00, 2.87it/s]
>213, c[0.000,100], d[1.055,0.258], g[2.465]
EPOCHS =>: 28%|███████████████████▉ | 14/50 [18:12<47:38, 79.41s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 15 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 15 =>: 0%|▎ | 1/213 [00:00<01:10, 2.99it/s]
>1, c[0.000,100], d[0.309,0.469], g[1.706]
Training on Epoch 15 =>: 1%|▌ | 2/213 [00:00<01:11, 2.94it/s]
>2, c[0.000,100], d[0.022,0.442], g[2.508]
Training on Epoch 15 =>: 1%|▊ | 3/213 [00:01<01:11, 2.95it/s]
>3, c[0.000,100], d[0.192,0.080], g[2.908]
Training on Epoch 15 =>: 2%|█ | 4/213 [00:01<01:10, 2.96it/s]
>4, c[0.000,100], d[0.622,0.111], g[1.897]
Training on Epoch 15 =>: 2%|█▎ | 5/213 [00:01<01:10, 2.97it/s]
>5, c[0.000,100], d[0.145,0.171], g[2.665]
Training on Epoch 15 =>: 3%|█▌ | 6/213 [00:02<01:10, 2.93it/s]
>6, c[0.000,100], d[0.032,1.056], g[3.477]
Training on Epoch 15 =>: 3%|█▊ | 7/213 [00:02<01:10, 2.94it/s]
>7, c[0.007,100], d[0.007,0.046], g[2.379]
Training on Epoch 15 =>: 4%|██▏ | 8/213 [00:02<01:09, 2.95it/s]
>8, c[0.000,100], d[0.372,0.183], g[3.136]
Training on Epoch 15 =>: 4%|██▍ | 9/213 [00:03<01:09, 2.96it/s]
>9, c[0.001,100], d[0.257,0.199], g[2.251]
Training on Epoch 15 =>: 5%|██▋ | 10/213 [00:03<01:08, 2.97it/s]
>10, c[0.000,100], d[1.163,0.127], g[1.793]
Training on Epoch 15 =>: 5%|██▉ | 11/213 [00:03<01:08, 2.95it/s]
>11, c[0.000,100], d[0.413,0.949], g[3.057]
Training on Epoch 15 =>: 6%|███▏ | 12/213 [00:04<01:08, 2.95it/s]
>12, c[0.000,100], d[0.037,0.468], g[3.293]
Training on Epoch 15 =>: 6%|███▍ | 13/213 [00:04<01:07, 2.94it/s]
>13, c[0.000,100], d[0.349,0.173], g[1.983]
Training on Epoch 15 =>: 7%|███▋ | 14/213 [00:04<01:06, 2.97it/s]
>14, c[0.000,100], d[0.573,0.063], g[2.217]
Training on Epoch 15 =>: 7%|███▉ | 15/213 [00:05<01:05, 3.01it/s]
>15, c[0.001,100], d[0.117,0.290], g[2.223]
Training on Epoch 15 =>: 8%|████▏ | 16/213 [00:05<01:05, 2.99it/s]
>16, c[0.000,100], d[0.061,0.211], g[2.880]
Training on Epoch 15 =>: 8%|████▍ | 17/213 [00:05<01:05, 2.98it/s]
>17, c[0.001,100], d[0.038,0.107], g[3.426]
Training on Epoch 15 =>: 8%|████▋ | 18/213 [00:06<01:04, 3.02it/s]
>18, c[0.000,100], d[0.105,0.064], g[2.107]
Training on Epoch 15 =>: 9%|████▉ | 19/213 [00:06<01:04, 2.99it/s]
>19, c[0.000,100], d[0.655,0.128], g[1.670]
Training on Epoch 15 =>: 9%|█████▎ | 20/213 [00:06<01:05, 2.96it/s]
>20, c[0.000,100], d[0.156,0.108], g[2.789]
Training on Epoch 15 =>: 10%|█████▌ | 21/213 [00:07<01:04, 2.99it/s]
>21, c[0.000,100], d[0.294,0.449], g[1.835]
Training on Epoch 15 =>: 10%|█████▊ | 22/213 [00:07<01:04, 2.98it/s]
>22, c[0.000,100], d[0.029,0.425], g[2.610]
Training on Epoch 15 =>: 11%|██████ | 23/213 [00:07<01:04, 2.94it/s]
>23, c[0.000,100], d[0.204,0.293], g[4.544]
Training on Epoch 15 =>: 11%|██████▎ | 24/213 [00:08<01:04, 2.95it/s]
>24, c[0.000,100], d[0.074,0.458], g[2.696]
Training on Epoch 15 =>: 12%|██████▌ | 25/213 [00:08<01:03, 2.98it/s]
>25, c[0.000,100], d[0.258,0.533], g[3.196]
Training on Epoch 15 =>: 12%|██████▊ | 26/213 [00:08<01:03, 2.94it/s]
>26, c[0.000,100], d[0.027,0.157], g[3.526]
Training on Epoch 15 =>: 13%|███████ | 27/213 [00:09<01:03, 2.94it/s]
>27, c[0.000,100], d[1.255,0.063], g[4.342]
Training on Epoch 15 =>: 13%|███████▎ | 28/213 [00:09<01:04, 2.88it/s]
>28, c[0.001,100], d[0.336,0.285], g[3.192]
Training on Epoch 15 =>: 14%|███████▌ | 29/213 [00:09<01:02, 2.96it/s]
>29, c[0.000,100], d[0.467,0.320], g[3.841]
Training on Epoch 15 =>: 14%|███████▉ | 30/213 [00:10<01:00, 3.00it/s]
>30, c[0.000,100], d[0.094,0.252], g[3.978]
Training on Epoch 15 =>: 15%|████████▏ | 31/213 [00:10<00:59, 3.04it/s]
>31, c[0.000,100], d[0.406,0.084], g[3.452]
Training on Epoch 15 =>: 15%|████████▍ | 32/213 [00:10<01:01, 2.96it/s]
>32, c[0.000,100], d[0.022,0.239], g[2.783]
Training on Epoch 15 =>: 15%|████████▋ | 33/213 [00:11<01:00, 2.98it/s]
>33, c[0.006,100], d[0.033,0.134], g[2.031]
Training on Epoch 15 =>: 16%|████████▉ | 34/213 [00:11<01:00, 2.96it/s]
>34, c[0.000,100], d[0.530,0.279], g[1.968]
Training on Epoch 15 =>: 16%|█████████▏ | 35/213 [00:11<00:59, 2.98it/s]
>35, c[0.000,100], d[0.157,0.078], g[2.537]
Training on Epoch 15 =>: 17%|█████████▍ | 36/213 [00:12<00:59, 2.97it/s]
>36, c[0.014,100], d[0.384,0.088], g[2.091]
Training on Epoch 15 =>: 17%|█████████▋ | 37/213 [00:12<00:58, 3.01it/s]
>37, c[0.000,100], d[0.103,0.505], g[2.500]
Training on Epoch 15 =>: 18%|█████████▉ | 38/213 [00:12<00:58, 3.00it/s]
>38, c[0.011,100], d[0.003,0.681], g[1.852]
Training on Epoch 15 =>: 18%|██████████▎ | 39/213 [00:13<00:57, 3.03it/s]
>39, c[0.002,100], d[0.079,0.592], g[4.042]
Training on Epoch 15 =>: 19%|██████████▌ | 40/213 [00:13<00:57, 3.00it/s]
>40, c[0.000,100], d[0.862,0.080], g[3.087]
Training on Epoch 15 =>: 19%|██████████▊ | 41/213 [00:13<00:57, 2.97it/s]
>41, c[0.001,100], d[0.145,0.733], g[3.452]
Training on Epoch 15 =>: 20%|███████████ | 42/213 [00:14<00:57, 2.96it/s]
>42, c[0.000,100], d[0.123,0.028], g[3.944]
Training on Epoch 15 =>: 20%|███████████▎ | 43/213 [00:14<00:57, 2.97it/s]
>43, c[0.015,100], d[1.216,0.097], g[2.076]
Training on Epoch 15 =>: 21%|███████████▌ | 44/213 [00:14<00:56, 2.97it/s]
>44, c[0.000,100], d[0.131,0.298], g[2.256]
Training on Epoch 15 =>: 21%|███████████▊ | 45/213 [00:15<00:56, 2.98it/s]
>45, c[0.000,100], d[0.057,0.200], g[2.757]
Training on Epoch 15 =>: 22%|████████████ | 46/213 [00:15<00:55, 3.00it/s]
>46, c[0.007,100], d[0.137,0.185], g[2.014]
Training on Epoch 15 =>: 22%|████████████▎ | 47/213 [00:15<00:55, 2.97it/s]
>47, c[0.000,100], d[0.055,0.096], g[1.365]
Training on Epoch 15 =>: 23%|████████████▌ | 48/213 [00:16<00:55, 2.98it/s]
>48, c[0.001,100], d[0.014,0.223], g[2.177]
Training on Epoch 15 =>: 23%|████████████▉ | 49/213 [00:16<00:54, 2.99it/s]
>49, c[0.000,100], d[0.834,0.239], g[1.839]
Training on Epoch 15 =>: 23%|█████████████▏ | 50/213 [00:16<00:54, 2.98it/s]
>50, c[0.000,100], d[0.356,0.243], g[1.707]
Training on Epoch 15 =>: 24%|█████████████▍ | 51/213 [00:17<00:53, 3.01it/s]
>51, c[0.000,100], d[0.297,0.087], g[3.307]
Training on Epoch 15 =>: 24%|█████████████▋ | 52/213 [00:17<00:53, 3.02it/s]
>52, c[0.000,100], d[0.119,0.202], g[1.745]
Training on Epoch 15 =>: 25%|█████████████▉ | 53/213 [00:17<00:56, 2.85it/s]
>53, c[0.000,100], d[0.225,0.113], g[2.102]
Training on Epoch 15 =>: 25%|██████████████▏ | 54/213 [00:18<00:55, 2.87it/s]
>54, c[0.000,100], d[0.012,0.284], g[1.938]
Training on Epoch 15 =>: 26%|██████████████▍ | 55/213 [00:18<00:54, 2.89it/s]
>55, c[0.000,100], d[0.242,0.113], g[2.441]
Training on Epoch 15 =>: 26%|██████████████▋ | 56/213 [00:18<00:53, 2.93it/s]
>56, c[0.000,100], d[0.026,0.112], g[2.307]
Training on Epoch 15 =>: 27%|██████████████▉ | 57/213 [00:19<00:54, 2.85it/s]
>57, c[0.000,100], d[0.293,0.500], g[1.983]
Training on Epoch 15 =>: 27%|███████████████▏ | 58/213 [00:19<00:54, 2.84it/s]
>58, c[0.001,100], d[0.044,0.160], g[2.878]
Training on Epoch 15 =>: 28%|███████████████▌ | 59/213 [00:19<00:53, 2.90it/s]
>59, c[0.000,100], d[0.274,0.058], g[2.972]
Training on Epoch 15 =>: 28%|███████████████▊ | 60/213 [00:20<00:52, 2.92it/s]
>60, c[0.007,100], d[0.072,0.231], g[2.595]
Training on Epoch 15 =>: 29%|████████████████ | 61/213 [00:20<00:52, 2.91it/s]
>61, c[0.000,100], d[0.545,0.066], g[2.021]
Training on Epoch 15 =>: 29%|████████████████▎ | 62/213 [00:20<00:51, 2.95it/s]
>62, c[0.000,100], d[0.270,0.245], g[2.998]
Training on Epoch 15 =>: 30%|████████████████▌ | 63/213 [00:21<00:50, 2.96it/s]
>63, c[0.000,100], d[0.149,0.435], g[2.810]
Training on Epoch 15 =>: 30%|████████████████▊ | 64/213 [00:21<00:49, 2.98it/s]
>64, c[0.000,100], d[0.052,0.831], g[2.661]
Training on Epoch 15 =>: 31%|█████████████████ | 65/213 [00:21<00:49, 3.02it/s]
>65, c[0.000,100], d[0.184,0.406], g[3.418]
Training on Epoch 15 =>: 31%|█████████████████▎ | 66/213 [00:22<00:49, 2.99it/s]
>66, c[0.001,100], d[0.307,0.128], g[2.849]
Training on Epoch 15 =>: 31%|█████████████████▌ | 67/213 [00:22<00:58, 2.51it/s]
>67, c[0.000,100], d[1.327,0.054], g[2.649]
Training on Epoch 15 =>: 32%|█████████████████▉ | 68/213 [00:23<00:57, 2.53it/s]
>68, c[0.000,100], d[0.132,0.319], g[2.528]
Training on Epoch 15 =>: 32%|██████████████████▏ | 69/213 [00:23<00:56, 2.55it/s]
>69, c[0.000,100], d[0.275,0.277], g[3.013]
Training on Epoch 15 =>: 33%|██████████████████▍ | 70/213 [00:23<00:55, 2.57it/s]
>70, c[0.000,100], d[0.164,0.152], g[2.308]
Training on Epoch 15 =>: 33%|██████████████████▋ | 71/213 [00:24<00:55, 2.56it/s]
>71, c[0.001,100], d[0.103,0.393], g[1.214]
Training on Epoch 15 =>: 34%|██████████████████▉ | 72/213 [00:25<01:04, 2.17it/s]
>72, c[0.000,100], d[0.065,0.612], g[3.240]
Training on Epoch 15 =>: 34%|███████████████████▏ | 73/213 [00:25<01:01, 2.26it/s]
>73, c[0.000,100], d[0.326,0.247], g[3.189]
Training on Epoch 15 =>: 35%|███████████████████▍ | 74/213 [00:25<00:59, 2.33it/s]
>74, c[0.000,100], d[0.046,0.070], g[4.265]
Training on Epoch 15 =>: 35%|███████████████████▋ | 75/213 [00:26<00:57, 2.38it/s]
>75, c[0.000,100], d[0.120,0.083], g[3.028]
Training on Epoch 15 =>: 36%|███████████████████▉ | 76/213 [00:26<00:57, 2.40it/s]
>76, c[0.000,100], d[0.168,0.120], g[3.321]
Training on Epoch 15 =>: 36%|████████████████████▏ | 77/213 [00:27<00:56, 2.42it/s]
>77, c[0.000,100], d[0.185,0.107], g[3.395]
Training on Epoch 15 =>: 37%|████████████████████▌ | 78/213 [00:27<00:55, 2.41it/s]
>78, c[0.000,100], d[0.015,0.035], g[2.970]
Training on Epoch 15 =>: 37%|████████████████████▊ | 79/213 [00:28<01:02, 2.14it/s]
>79, c[0.000,100], d[0.477,0.077], g[1.750]
Training on Epoch 15 =>: 38%|█████████████████████ | 80/213 [00:28<00:59, 2.24it/s]
>80, c[0.000,100], d[0.059,0.406], g[2.489]
Training on Epoch 15 =>: 38%|█████████████████████▎ | 81/213 [00:29<01:05, 2.01it/s]
>81, c[0.000,100], d[0.015,0.538], g[3.248]
Training on Epoch 15 =>: 38%|█████████████████████▌ | 82/213 [00:29<01:02, 2.09it/s]
>82, c[0.000,100], d[0.075,0.062], g[3.369]
Training on Epoch 15 =>: 39%|█████████████████████▊ | 83/213 [00:29<00:59, 2.18it/s]
>83, c[0.000,100], d[0.299,0.099], g[3.218]
Training on Epoch 15 =>: 39%|██████████████████████ | 84/213 [00:30<00:56, 2.30it/s]
>84, c[0.000,100], d[0.056,0.583], g[3.447]
Training on Epoch 15 =>: 40%|██████████████████████▎ | 85/213 [00:30<01:02, 2.04it/s]
>85, c[0.001,100], d[0.023,0.050], g[3.669]
Training on Epoch 15 =>: 40%|██████████████████████▌ | 86/213 [00:31<00:59, 2.13it/s]
>86, c[0.000,100], d[0.315,0.129], g[2.189]
Training on Epoch 15 =>: 41%|██████████████████████▊ | 87/213 [00:31<01:03, 1.98it/s]
>87, c[0.002,100], d[0.814,0.489], g[3.941]
Training on Epoch 15 =>: 41%|███████████████████████▏ | 88/213 [00:32<01:00, 2.07it/s]
>88, c[0.001,100], d[0.781,0.243], g[2.811]
Training on Epoch 15 =>: 42%|███████████████████████▍ | 89/213 [00:32<00:56, 2.18it/s]
>89, c[0.000,100], d[0.046,0.792], g[2.489]
Training on Epoch 15 =>: 42%|███████████████████████▋ | 90/213 [00:33<00:53, 2.29it/s]
>90, c[0.000,100], d[0.291,0.278], g[2.373]
Training on Epoch 15 =>: 43%|███████████████████████▉ | 91/213 [00:33<00:51, 2.35it/s]
>91, c[0.000,100], d[0.195,0.046], g[2.677]
Training on Epoch 15 =>: 43%|████████████████████████▏ | 92/213 [00:33<00:51, 2.35it/s]
>92, c[0.000,100], d[0.241,0.169], g[2.059]
Training on Epoch 15 =>: 44%|████████████████████████▍ | 93/213 [00:34<00:50, 2.37it/s]
>93, c[0.000,100], d[0.033,0.146], g[2.415]
Training on Epoch 15 =>: 44%|████████████████████████▋ | 94/213 [00:34<00:49, 2.43it/s]
>94, c[0.000,100], d[0.022,0.091], g[2.717]
Training on Epoch 15 =>: 45%|████████████████████████▉ | 95/213 [00:35<00:48, 2.44it/s]
>95, c[0.000,100], d[0.698,0.175], g[1.639]
Training on Epoch 15 =>: 45%|█████████████████████████▏ | 96/213 [00:35<00:54, 2.14it/s]
>96, c[0.000,100], d[0.182,0.209], g[2.502]
Training on Epoch 15 =>: 46%|█████████████████████████▌ | 97/213 [00:36<00:52, 2.20it/s]
>97, c[0.000,100], d[0.064,0.614], g[2.877]
Training on Epoch 15 =>: 46%|█████████████████████████▊ | 98/213 [00:36<00:51, 2.25it/s]
>98, c[0.000,100], d[0.207,0.613], g[2.804]
Training on Epoch 15 =>: 46%|██████████████████████████ | 99/213 [00:37<00:57, 1.99it/s]
>99, c[0.000,100], d[0.141,0.248], g[3.612]
Training on Epoch 15 =>: 47%|█████████████████████████▊ | 100/213 [00:37<01:02, 1.80it/s]
>100, c[0.000,100], d[0.229,0.069], g[3.382]
Training on Epoch 15 =>: 47%|██████████████████████████ | 101/213 [00:38<00:57, 1.93it/s]
>101, c[0.001,100], d[0.195,0.040], g[2.255]
Training on Epoch 15 =>: 48%|██████████████████████████▎ | 102/213 [00:38<00:54, 2.04it/s]
>102, c[0.000,100], d[0.118,1.097], g[2.869]
Training on Epoch 15 =>: 48%|██████████████████████████▌ | 103/213 [00:39<00:51, 2.13it/s]
>103, c[0.003,100], d[0.797,0.093], g[3.010]
Training on Epoch 15 =>: 49%|██████████████████████████▊ | 104/213 [00:39<00:49, 2.19it/s]
>104, c[0.002,100], d[0.556,0.039], g[3.593]
Training on Epoch 15 =>: 49%|███████████████████████████ | 105/213 [00:40<00:48, 2.25it/s]
>105, c[0.000,100], d[0.221,0.520], g[3.324]
Training on Epoch 15 =>: 50%|███████████████████████████▎ | 106/213 [00:40<00:46, 2.32it/s]
>106, c[0.000,100], d[0.398,0.496], g[3.317]
Training on Epoch 15 =>: 50%|███████████████████████████▋ | 107/213 [00:40<00:45, 2.34it/s]
>107, c[0.001,100], d[0.201,0.211], g[2.546]
Training on Epoch 15 =>: 51%|███████████████████████████▉ | 108/213 [00:41<00:44, 2.37it/s]
>108, c[0.000,100], d[0.054,0.228], g[1.860]
Training on Epoch 15 =>: 51%|████████████████████████████▏ | 109/213 [00:41<00:43, 2.38it/s]
>109, c[0.002,100], d[0.031,0.063], g[3.299]
Training on Epoch 15 =>: 52%|████████████████████████████▍ | 110/213 [00:42<00:42, 2.40it/s]
>110, c[0.000,100], d[0.063,0.177], g[3.355]
Training on Epoch 15 =>: 52%|████████████████████████████▋ | 111/213 [00:42<00:43, 2.35it/s]
>111, c[0.000,100], d[0.119,0.306], g[4.227]
Training on Epoch 15 =>: 53%|████████████████████████████▉ | 112/213 [00:43<00:47, 2.13it/s]
>112, c[0.000,100], d[0.671,0.113], g[2.113]
Training on Epoch 15 =>: 53%|█████████████████████████████▏ | 113/213 [00:43<00:44, 2.24it/s]
>113, c[0.000,100], d[0.098,0.327], g[2.259]
Training on Epoch 15 =>: 54%|█████████████████████████████▍ | 114/213 [00:43<00:43, 2.28it/s]
>114, c[0.000,100], d[0.222,0.119], g[2.706]
Training on Epoch 15 =>: 54%|█████████████████████████████▋ | 115/213 [00:44<00:45, 2.14it/s]
>115, c[0.000,100], d[0.187,0.817], g[3.587]
Training on Epoch 15 =>: 54%|█████████████████████████████▉ | 116/213 [00:44<00:46, 2.09it/s]
>116, c[0.000,100], d[0.081,0.242], g[3.909]
Training on Epoch 15 =>: 55%|██████████████████████████████▏ | 117/213 [00:45<00:46, 2.05it/s]
>117, c[0.001,100], d[0.093,0.028], g[3.148]
Training on Epoch 15 =>: 55%|██████████████████████████████▍ | 118/213 [00:45<00:45, 2.10it/s]
>118, c[0.000,100], d[0.924,0.148], g[2.012]
Training on Epoch 15 =>: 56%|██████████████████████████████▋ | 119/213 [00:46<00:43, 2.18it/s]
>119, c[0.000,100], d[0.328,0.562], g[2.674]
Training on Epoch 15 =>: 56%|██████████████████████████████▉ | 120/213 [00:46<00:41, 2.22it/s]
>120, c[0.000,100], d[0.020,0.235], g[3.296]
Training on Epoch 15 =>: 57%|███████████████████████████████▏ | 121/213 [00:47<00:40, 2.28it/s]
>121, c[0.015,100], d[0.499,0.575], g[2.751]
Training on Epoch 15 =>: 57%|███████████████████████████████▌ | 122/213 [00:47<00:39, 2.33it/s]
>122, c[0.000,100], d[0.202,0.266], g[2.388]
Training on Epoch 15 =>: 58%|███████████████████████████████▊ | 123/213 [00:47<00:37, 2.39it/s]
>123, c[0.000,100], d[0.355,0.099], g[3.757]
Training on Epoch 15 =>: 58%|████████████████████████████████ | 124/213 [00:48<00:37, 2.40it/s]
>124, c[0.000,100], d[0.079,0.058], g[2.995]
Training on Epoch 15 =>: 59%|████████████████████████████████▎ | 125/213 [00:48<00:41, 2.14it/s]
>125, c[0.000,100], d[0.343,0.435], g[2.417]
Training on Epoch 15 =>: 59%|████████████████████████████████▌ | 126/213 [00:49<00:39, 2.22it/s]
>126, c[0.000,100], d[0.017,0.059], g[2.807]
Training on Epoch 15 =>: 60%|████████████████████████████████▊ | 127/213 [00:49<00:42, 2.03it/s]
>127, c[0.000,100], d[0.188,0.203], g[2.514]
Training on Epoch 15 =>: 60%|█████████████████████████████████ | 128/213 [00:50<00:39, 2.13it/s]
>128, c[0.000,100], d[0.098,0.190], g[3.057]
Training on Epoch 15 =>: 61%|█████████████████████████████████▎ | 129/213 [00:50<00:38, 2.18it/s]
>129, c[0.000,100], d[0.218,0.508], g[4.776]
Training on Epoch 15 =>: 61%|█████████████████████████████████▌ | 130/213 [00:51<00:39, 2.11it/s]
>130, c[0.000,100], d[0.527,0.031], g[3.396]
Training on Epoch 15 =>: 62%|█████████████████████████████████▊ | 131/213 [00:51<00:43, 1.89it/s]
>131, c[0.000,100], d[0.284,0.089], g[2.125]
Training on Epoch 15 =>: 62%|██████████████████████████████████ | 132/213 [00:52<00:46, 1.74it/s]
>132, c[0.000,100], d[0.384,0.138], g[2.720]
Training on Epoch 15 =>: 62%|██████████████████████████████████▎ | 133/213 [00:53<00:41, 1.94it/s]
>133, c[0.000,100], d[0.078,0.649], g[1.473]
Training on Epoch 15 =>: 63%|██████████████████████████████████▌ | 134/213 [00:53<00:43, 1.81it/s]
>134, c[0.000,100], d[0.011,0.117], g[3.314]
Training on Epoch 15 =>: 63%|██████████████████████████████████▊ | 135/213 [00:54<00:45, 1.72it/s]
>135, c[0.000,100], d[0.009,0.088], g[3.863]
Training on Epoch 15 =>: 64%|███████████████████████████████████ | 136/213 [00:54<00:41, 1.87it/s]
>136, c[0.000,100], d[0.627,0.348], g[2.867]
Training on Epoch 15 =>: 64%|███████████████████████████████████▍ | 137/213 [00:55<00:41, 1.83it/s]
>137, c[0.000,100], d[0.166,0.984], g[3.598]
Training on Epoch 15 =>: 65%|███████████████████████████████████▋ | 138/213 [00:55<00:40, 1.85it/s]
>138, c[0.001,100], d[0.071,0.026], g[2.574]
Training on Epoch 15 =>: 65%|███████████████████████████████████▉ | 139/213 [00:56<00:37, 1.98it/s]
>139, c[0.000,100], d[0.095,0.128], g[4.059]
Training on Epoch 15 =>: 66%|████████████████████████████████████▏ | 140/213 [00:56<00:38, 1.90it/s]
>140, c[0.000,100], d[0.455,0.098], g[3.726]
Training on Epoch 15 =>: 66%|████████████████████████████████████▍ | 141/213 [00:57<00:37, 1.92it/s]
>141, c[0.001,100], d[0.051,0.130], g[3.414]
Training on Epoch 15 =>: 67%|████████████████████████████████████▋ | 142/213 [00:58<00:39, 1.78it/s]
>142, c[0.000,100], d[0.540,0.073], g[2.545]
Training on Epoch 15 =>: 67%|████████████████████████████████████▉ | 143/213 [00:58<00:36, 1.92it/s]
>143, c[0.000,100], d[0.012,0.045], g[3.881]
Training on Epoch 15 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:59<00:37, 1.85it/s]
>144, c[0.001,100], d[0.377,0.989], g[3.004]
Training on Epoch 15 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:59<00:34, 1.99it/s]
>145, c[0.000,100], d[0.121,0.102], g[2.857]
Training on Epoch 15 =>: 69%|█████████████████████████████████████▋ | 146/213 [01:00<00:35, 1.88it/s]
>146, c[0.000,100], d[0.153,0.115], g[3.000]
Training on Epoch 15 =>: 69%|█████████████████████████████████████▉ | 147/213 [01:00<00:32, 2.02it/s]
>147, c[0.000,100], d[0.014,0.696], g[3.492]
Training on Epoch 15 =>: 69%|██████████████████████████████████████▏ | 148/213 [01:00<00:30, 2.12it/s]
>148, c[0.001,100], d[0.040,0.108], g[4.387]
Training on Epoch 15 =>: 70%|██████████████████████████████████████▍ | 149/213 [01:01<00:29, 2.20it/s]
>149, c[0.000,100], d[0.569,0.205], g[3.352]
Training on Epoch 15 =>: 70%|██████████████████████████████████████▋ | 150/213 [01:01<00:31, 2.01it/s]
>150, c[0.000,100], d[0.701,0.176], g[2.964]
Training on Epoch 15 =>: 71%|██████████████████████████████████████▉ | 151/213 [01:02<00:29, 2.13it/s]
>151, c[0.000,100], d[0.094,1.150], g[3.303]
Training on Epoch 15 =>: 71%|███████████████████████████████████████▏ | 152/213 [01:02<00:31, 1.96it/s]
>152, c[0.000,100], d[0.436,0.825], g[4.958]
Training on Epoch 15 =>: 72%|███████████████████████████████████████▌ | 153/213 [01:03<00:28, 2.07it/s]
>153, c[0.001,100], d[0.142,0.216], g[4.293]
Training on Epoch 15 =>: 72%|███████████████████████████████████████▊ | 154/213 [01:03<00:30, 1.94it/s]
>154, c[0.000,100], d[0.201,0.129], g[4.389]
Training on Epoch 15 =>: 73%|████████████████████████████████████████ | 155/213 [01:04<00:27, 2.11it/s]
>155, c[0.000,100], d[0.248,0.079], g[2.836]
Training on Epoch 15 =>: 73%|████████████████████████████████████████▎ | 156/213 [01:04<00:29, 1.92it/s]
>156, c[0.000,100], d[0.100,0.405], g[3.230]
Training on Epoch 15 =>: 74%|████████████████████████████████████████▌ | 157/213 [01:05<00:27, 2.04it/s]
>157, c[0.000,100], d[0.364,0.131], g[3.349]
Training on Epoch 15 =>: 74%|████████████████████████████████████████▊ | 158/213 [01:05<00:28, 1.94it/s]
>158, c[0.000,100], d[0.208,0.862], g[3.410]
Training on Epoch 15 =>: 75%|█████████████████████████████████████████ | 159/213 [01:06<00:25, 2.09it/s]
>159, c[0.000,100], d[0.121,0.124], g[3.642]
Training on Epoch 15 =>: 75%|█████████████████████████████████████████▎ | 160/213 [01:06<00:27, 1.91it/s]
>160, c[0.000,100], d[0.393,0.133], g[3.731]
Training on Epoch 15 =>: 76%|█████████████████████████████████████████▌ | 161/213 [01:07<00:26, 1.93it/s]
>161, c[0.000,100], d[0.059,0.291], g[2.949]
Training on Epoch 15 =>: 76%|█████████████████████████████████████████▊ | 162/213 [01:08<00:28, 1.79it/s]
>162, c[0.000,100], d[0.277,0.017], g[1.785]
Training on Epoch 15 =>: 77%|██████████████████████████████████████████ | 163/213 [01:08<00:27, 1.82it/s]
>163, c[0.000,100], d[0.552,0.335], g[1.461]
Training on Epoch 15 =>: 77%|██████████████████████████████████████████▎ | 164/213 [01:08<00:24, 2.01it/s]
>164, c[0.000,100], d[0.021,0.134], g[3.575]
Training on Epoch 15 =>: 77%|██████████████████████████████████████████▌ | 165/213 [01:09<00:22, 2.12it/s]
>165, c[0.007,100], d[0.348,0.261], g[2.209]
Training on Epoch 15 =>: 78%|██████████████████████████████████████████▊ | 166/213 [01:09<00:23, 2.03it/s]
>166, c[0.000,100], d[0.099,1.388], g[2.974]
Training on Epoch 15 =>: 78%|███████████████████████████████████████████ | 167/213 [01:10<00:21, 2.13it/s]
>167, c[0.002,100], d[0.461,0.654], g[3.896]
Training on Epoch 15 =>: 79%|███████████████████████████████████████████▍ | 168/213 [01:10<00:22, 1.98it/s]
>168, c[0.000,100], d[0.586,0.204], g[5.232]
Training on Epoch 15 =>: 79%|███████████████████████████████████████████▋ | 169/213 [01:11<00:21, 2.08it/s]
>169, c[0.000,100], d[0.108,0.045], g[4.589]
Training on Epoch 15 =>: 80%|███████████████████████████████████████████▉ | 170/213 [01:11<00:19, 2.20it/s]
>170, c[0.000,100], d[0.237,0.086], g[2.781]
Training on Epoch 15 =>: 80%|████████████████████████████████████████████▏ | 171/213 [01:12<00:18, 2.27it/s]
>171, c[0.000,100], d[0.812,0.071], g[3.434]
Training on Epoch 15 =>: 81%|████████████████████████████████████████████▍ | 172/213 [01:12<00:17, 2.30it/s]
>172, c[0.000,100], d[0.084,0.573], g[3.065]
Training on Epoch 15 =>: 81%|████████████████████████████████████████████▋ | 173/213 [01:13<00:18, 2.17it/s]
>173, c[0.000,100], d[0.416,0.077], g[2.384]
Training on Epoch 15 =>: 82%|████████████████████████████████████████████▉ | 174/213 [01:13<00:17, 2.24it/s]
>174, c[0.000,100], d[0.015,0.125], g[2.782]
Training on Epoch 15 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [01:14<00:18, 2.03it/s]
>175, c[0.000,100], d[0.073,0.346], g[2.874]
Training on Epoch 15 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [01:14<00:17, 2.15it/s]
>176, c[0.000,100], d[0.548,1.262], g[5.486]
Training on Epoch 15 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [01:15<00:18, 1.98it/s]
>177, c[0.003,100], d[0.999,0.577], g[3.251]
Training on Epoch 15 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [01:15<00:16, 2.09it/s]
>178, c[0.001,100], d[0.308,0.343], g[2.920]
Training on Epoch 15 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [01:15<00:15, 2.21it/s]
>179, c[0.000,100], d[0.777,0.595], g[2.463]
Training on Epoch 15 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [01:16<00:14, 2.30it/s]
>180, c[0.000,100], d[0.393,0.361], g[2.149]
Training on Epoch 15 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [01:16<00:15, 2.02it/s]
>181, c[0.000,100], d[0.117,0.555], g[2.595]
Training on Epoch 15 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:17<00:15, 1.96it/s]
>182, c[0.000,100], d[0.841,0.838], g[2.372]
Training on Epoch 15 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:18<00:16, 1.81it/s]
>183, c[0.000,100], d[1.419,0.311], g[2.418]
Training on Epoch 15 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:18<00:14, 1.94it/s]
>184, c[0.000,100], d[0.798,0.200], g[1.513]
Training on Epoch 15 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:19<00:14, 1.89it/s]
>185, c[0.004,100], d[0.080,0.242], g[1.450]
Training on Epoch 15 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:19<00:13, 2.05it/s]
>186, c[0.000,100], d[0.209,0.531], g[1.496]
Training on Epoch 15 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:19<00:12, 2.15it/s]
>187, c[0.000,100], d[0.075,0.203], g[2.893]
Training on Epoch 15 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:20<00:11, 2.18it/s]
>188, c[0.001,100], d[0.288,0.361], g[2.343]
Training on Epoch 15 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:20<00:10, 2.23it/s]
>189, c[0.001,100], d[0.561,0.292], g[3.244]
Training on Epoch 15 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:21<00:10, 2.29it/s]
>190, c[0.000,100], d[0.297,0.168], g[2.749]
Training on Epoch 15 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:21<00:09, 2.35it/s]
>191, c[0.005,100], d[0.619,0.100], g[1.966]
Training on Epoch 15 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:22<00:08, 2.41it/s]
>192, c[0.000,100], d[0.497,0.167], g[1.716]
Training on Epoch 15 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:22<00:08, 2.47it/s]
>193, c[0.000,100], d[0.267,0.222], g[1.595]
Training on Epoch 15 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:23<00:08, 2.16it/s]
>194, c[0.000,100], d[0.035,0.156], g[2.051]
Training on Epoch 15 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:23<00:08, 2.24it/s]
>195, c[0.000,100], d[0.041,0.116], g[2.271]
Training on Epoch 15 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:24<00:08, 2.03it/s]
>196, c[0.000,100], d[0.503,0.118], g[2.521]
Training on Epoch 15 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:24<00:07, 2.16it/s]
>197, c[0.000,100], d[0.009,0.348], g[2.019]
Training on Epoch 15 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:24<00:06, 2.24it/s]
>198, c[0.000,100], d[0.043,0.394], g[2.693]
Training on Epoch 15 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:25<00:06, 2.29it/s]
>199, c[0.000,100], d[0.065,0.089], g[2.981]
Training on Epoch 15 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:25<00:05, 2.35it/s]
>200, c[0.000,100], d[0.305,0.076], g[2.801]
Training on Epoch 15 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:25<00:04, 2.45it/s]
>201, c[0.000,100], d[0.308,0.250], g[2.178]
Training on Epoch 15 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:26<00:04, 2.43it/s]
>202, c[0.000,100], d[0.074,0.379], g[2.733]
Training on Epoch 15 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:26<00:04, 2.41it/s]
>203, c[0.001,100], d[0.305,0.364], g[4.269]
Training on Epoch 15 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:27<00:03, 2.49it/s]
>204, c[0.000,100], d[0.144,0.139], g[3.074]
Training on Epoch 15 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:27<00:03, 2.44it/s]
>205, c[0.000,100], d[0.366,0.086], g[1.039]
Training on Epoch 15 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:28<00:02, 2.47it/s]
>206, c[0.000,100], d[0.080,0.719], g[2.607]
Training on Epoch 15 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:28<00:02, 2.40it/s]
>207, c[0.000,100], d[0.148,0.086], g[2.677]
Training on Epoch 15 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:29<00:02, 1.96it/s]
>208, c[0.000,100], d[0.485,0.192], g[3.039]
Training on Epoch 15 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:29<00:02, 1.80it/s]
>209, c[0.010,100], d[0.145,0.147], g[2.477]
Training on Epoch 15 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:30<00:01, 1.83it/s]
>210, c[0.000,100], d[0.208,0.065], g[2.386]
Training on Epoch 15 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:31<00:01, 1.73it/s]
>211, c[0.000,100], d[0.399,0.244], g[2.412]
Training on Epoch 15 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:31<00:00, 1.89it/s]
>212, c[0.000,100], d[0.022,0.175], g[2.759]
Training on Epoch 15 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:31<00:00, 2.32it/s]
>213, c[0.000,100], d[0.089,0.153], g[2.633]
EPOCHS =>: 30%|█████████████████████▎ | 15/50 [19:49<49:16, 84.48s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 16 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 16 =>: 0%|▎ | 1/213 [00:00<01:49, 1.94it/s]
>1, c[0.000,100], d[0.233,0.194], g[2.556]
Training on Epoch 16 =>: 1%|▌ | 2/213 [00:01<02:09, 1.63it/s]
>2, c[0.000,100], d[0.042,0.063], g[2.597]
Training on Epoch 16 =>: 1%|▊ | 3/213 [00:01<01:49, 1.92it/s]
>3, c[0.000,100], d[0.141,0.540], g[2.490]
Training on Epoch 16 =>: 2%|█ | 4/213 [00:02<01:39, 2.09it/s]
>4, c[0.000,100], d[0.093,0.213], g[3.887]
Training on Epoch 16 =>: 2%|█▎ | 5/213 [00:02<01:53, 1.84it/s]
>5, c[0.000,100], d[0.545,0.111], g[3.885]
Training on Epoch 16 =>: 3%|█▌ | 6/213 [00:03<01:43, 2.01it/s]
>6, c[0.000,100], d[0.080,1.028], g[4.149]
Training on Epoch 16 =>: 3%|█▊ | 7/213 [00:03<01:36, 2.13it/s]
>7, c[0.000,100], d[0.536,0.660], g[3.520]
Training on Epoch 16 =>: 4%|██▏ | 8/213 [00:03<01:29, 2.28it/s]
>8, c[0.000,100], d[0.102,0.663], g[3.356]
Training on Epoch 16 =>: 4%|██▍ | 9/213 [00:04<01:28, 2.32it/s]
>9, c[0.000,100], d[0.842,0.019], g[3.572]
Training on Epoch 16 =>: 5%|██▋ | 10/213 [00:04<01:24, 2.40it/s]
>10, c[0.000,100], d[0.249,0.302], g[4.055]
Training on Epoch 16 =>: 5%|██▉ | 11/213 [00:05<01:22, 2.46it/s]
>11, c[0.000,100], d[0.173,0.287], g[3.367]
Training on Epoch 16 =>: 6%|███▏ | 12/213 [00:05<01:21, 2.46it/s]
>12, c[0.001,100], d[0.486,0.282], g[2.623]
Training on Epoch 16 =>: 6%|███▍ | 13/213 [00:05<01:20, 2.50it/s]
>13, c[0.000,100], d[0.562,0.436], g[2.659]
Training on Epoch 16 =>: 7%|███▋ | 14/213 [00:06<01:20, 2.47it/s]
>14, c[0.000,100], d[0.226,0.237], g[3.119]
Training on Epoch 16 =>: 7%|███▉ | 15/213 [00:06<01:19, 2.49it/s]
>15, c[0.000,100], d[0.050,0.368], g[2.988]
Training on Epoch 16 =>: 8%|████▏ | 16/213 [00:07<01:18, 2.51it/s]
>16, c[0.000,100], d[0.198,0.086], g[2.414]
Training on Epoch 16 =>: 8%|████▍ | 17/213 [00:07<01:34, 2.07it/s]
>17, c[0.000,100], d[0.352,0.576], g[2.886]
Training on Epoch 16 =>: 8%|████▋ | 18/213 [00:08<01:44, 1.86it/s]
>18, c[0.000,100], d[0.407,0.370], g[2.628]
Training on Epoch 16 =>: 9%|████▉ | 19/213 [00:08<01:37, 1.99it/s]
>19, c[0.005,100], d[0.201,0.427], g[3.107]
Training on Epoch 16 =>: 9%|█████▎ | 20/213 [00:09<01:33, 2.07it/s]
>20, c[0.003,100], d[0.204,0.136], g[2.778]
Training on Epoch 16 =>: 10%|█████▌ | 21/213 [00:09<01:28, 2.16it/s]
>21, c[0.001,100], d[0.088,0.127], g[3.353]
Training on Epoch 16 =>: 10%|█████▊ | 22/213 [00:10<01:24, 2.26it/s]
>22, c[0.002,100], d[0.901,0.260], g[2.217]
Training on Epoch 16 =>: 11%|██████ | 23/213 [00:10<01:22, 2.29it/s]
>23, c[0.000,100], d[0.074,0.711], g[3.572]
Training on Epoch 16 =>: 11%|██████▎ | 24/213 [00:10<01:20, 2.35it/s]
>24, c[0.000,100], d[0.111,0.152], g[2.452]
Training on Epoch 16 =>: 12%|██████▌ | 25/213 [00:11<01:19, 2.37it/s]
>25, c[0.000,100], d[0.097,0.843], g[2.721]
Training on Epoch 16 =>: 12%|██████▊ | 26/213 [00:11<01:17, 2.42it/s]
>26, c[0.001,100], d[0.053,0.093], g[3.190]
Training on Epoch 16 =>: 13%|███████ | 27/213 [00:12<01:16, 2.42it/s]
>27, c[0.000,100], d[0.823,0.835], g[2.207]
Training on Epoch 16 =>: 13%|███████▎ | 28/213 [00:12<01:27, 2.11it/s]
>28, c[0.001,100], d[0.074,0.310], g[2.011]
Training on Epoch 16 =>: 14%|███████▌ | 29/213 [00:13<01:23, 2.21it/s]
>29, c[0.001,100], d[0.149,0.218], g[2.052]
Training on Epoch 16 =>: 14%|███████▉ | 30/213 [00:13<01:20, 2.28it/s]
>30, c[0.000,100], d[0.076,0.177], g[3.115]
Training on Epoch 16 =>: 15%|████████▏ | 31/213 [00:14<01:24, 2.15it/s]
>31, c[0.000,100], d[0.098,0.657], g[3.582]
Training on Epoch 16 =>: 15%|████████▍ | 32/213 [00:14<01:27, 2.08it/s]
>32, c[0.001,100], d[1.825,0.380], g[2.683]
Training on Epoch 16 =>: 15%|████████▋ | 33/213 [00:14<01:20, 2.24it/s]
>33, c[0.000,100], d[0.025,1.804], g[3.012]
Training on Epoch 16 =>: 16%|████████▉ | 34/213 [00:15<01:17, 2.30it/s]
>34, c[0.002,100], d[0.257,0.282], g[1.889]
Training on Epoch 16 =>: 16%|█████████▏ | 35/213 [00:15<01:14, 2.39it/s]
>35, c[0.002,100], d[0.470,0.201], g[2.247]
Training on Epoch 16 =>: 17%|█████████▍ | 36/213 [00:16<01:11, 2.47it/s]
>36, c[0.000,100], d[0.503,0.109], g[1.594]
Training on Epoch 16 =>: 17%|█████████▋ | 37/213 [00:16<01:12, 2.42it/s]
>37, c[0.000,100], d[0.051,1.815], g[1.543]
Training on Epoch 16 =>: 18%|█████████▉ | 38/213 [00:16<01:10, 2.50it/s]
>38, c[0.000,100], d[0.516,0.564], g[2.832]
Training on Epoch 16 =>: 18%|██████████▎ | 39/213 [00:17<01:09, 2.50it/s]
>39, c[0.004,100], d[0.176,0.049], g[3.549]
Training on Epoch 16 =>: 19%|██████████▌ | 40/213 [00:17<01:07, 2.55it/s]
>40, c[0.000,100], d[0.652,0.152], g[2.028]
Training on Epoch 16 =>: 19%|██████████▊ | 41/213 [00:18<01:09, 2.49it/s]
>41, c[0.068,100], d[0.013,0.238], g[2.173]
Training on Epoch 16 =>: 20%|███████████ | 42/213 [00:18<01:09, 2.47it/s]
>42, c[0.001,100], d[0.166,0.112], g[2.555]
Training on Epoch 16 =>: 20%|███████████▎ | 43/213 [00:18<01:08, 2.48it/s]
>43, c[0.005,100], d[0.171,0.495], g[2.521]
Training on Epoch 16 =>: 21%|███████████▌ | 44/213 [00:19<01:07, 2.49it/s]
>44, c[0.004,100], d[0.036,0.084], g[2.890]
Training on Epoch 16 =>: 21%|███████████▊ | 45/213 [00:19<01:05, 2.55it/s]
>45, c[0.000,100], d[0.475,0.550], g[3.201]
Training on Epoch 16 =>: 22%|████████████ | 46/213 [00:20<01:06, 2.53it/s]
>46, c[0.015,100], d[0.529,0.113], g[2.304]
Training on Epoch 16 =>: 22%|████████████▎ | 47/213 [00:20<01:19, 2.08it/s]
>47, c[0.000,100], d[0.403,0.314], g[1.716]
Training on Epoch 16 =>: 23%|████████████▌ | 48/213 [00:21<01:30, 1.83it/s]
>48, c[0.001,100], d[0.025,0.408], g[1.706]
Training on Epoch 16 =>: 23%|████████████▉ | 49/213 [00:22<01:35, 1.72it/s]
>49, c[0.000,100], d[0.030,0.099], g[2.647]
Training on Epoch 16 =>: 23%|█████████████▏ | 50/213 [00:22<01:37, 1.67it/s]
>50, c[0.007,100], d[0.227,0.279], g[2.686]
Training on Epoch 16 =>: 24%|█████████████▍ | 51/213 [00:23<01:28, 1.83it/s]
>51, c[0.000,100], d[0.156,0.156], g[2.994]
Training on Epoch 16 =>: 24%|█████████████▋ | 52/213 [00:23<01:30, 1.79it/s]
>52, c[0.000,100], d[0.835,0.602], g[2.807]
Training on Epoch 16 =>: 25%|█████████████▉ | 53/213 [00:24<01:27, 1.83it/s]
>53, c[0.000,100], d[0.090,0.138], g[2.438]
Training on Epoch 16 =>: 25%|██████████████▏ | 54/213 [00:24<01:19, 1.99it/s]
>54, c[0.000,100], d[0.143,0.141], g[2.291]
Training on Epoch 16 =>: 26%|██████████████▍ | 55/213 [00:25<01:15, 2.09it/s]
>55, c[0.000,100], d[0.142,0.075], g[1.638]
Training on Epoch 16 =>: 26%|██████████████▋ | 56/213 [00:25<01:24, 1.87it/s]
>56, c[0.000,100], d[0.118,0.031], g[2.391]
Training on Epoch 16 =>: 27%|██████████████▉ | 57/213 [00:26<01:18, 1.99it/s]
>57, c[0.000,100], d[0.478,0.308], g[2.663]
Training on Epoch 16 =>: 27%|███████████████▏ | 58/213 [00:26<01:22, 1.88it/s]
>58, c[0.000,100], d[0.016,0.334], g[3.703]
Training on Epoch 16 =>: 28%|███████████████▌ | 59/213 [00:27<01:15, 2.04it/s]
>59, c[0.001,100], d[0.554,0.130], g[2.118]
Training on Epoch 16 =>: 28%|███████████████▊ | 60/213 [00:27<01:11, 2.15it/s]
>60, c[0.000,100], d[0.187,1.042], g[1.973]
Training on Epoch 16 =>: 29%|████████████████ | 61/213 [00:27<01:06, 2.28it/s]
>61, c[0.000,100], d[0.690,0.868], g[3.375]
Training on Epoch 16 =>: 29%|████████████████▎ | 62/213 [00:28<01:06, 2.28it/s]
>62, c[0.000,100], d[0.281,0.086], g[2.253]
Training on Epoch 16 =>: 30%|████████████████▌ | 63/213 [00:29<01:11, 2.09it/s]
>63, c[0.000,100], d[0.051,0.093], g[3.878]
Training on Epoch 16 =>: 30%|████████████████▊ | 64/213 [00:29<01:18, 1.89it/s]
>64, c[0.000,100], d[0.586,0.398], g[1.369]
Training on Epoch 16 =>: 31%|█████████████████ | 65/213 [00:30<01:13, 2.02it/s]
>65, c[0.000,100], d[0.019,0.709], g[2.462]
Training on Epoch 16 =>: 31%|█████████████████▎ | 66/213 [00:30<01:08, 2.15it/s]
>66, c[0.003,100], d[0.242,0.137], g[2.303]
Training on Epoch 16 =>: 31%|█████████████████▌ | 67/213 [00:30<01:05, 2.24it/s]
>67, c[0.000,100], d[0.081,0.085], g[2.776]
Training on Epoch 16 =>: 32%|█████████████████▉ | 68/213 [00:31<01:04, 2.25it/s]
>68, c[0.001,100], d[0.192,0.240], g[2.395]
Training on Epoch 16 =>: 32%|██████████████████▏ | 69/213 [00:31<01:02, 2.31it/s]
>69, c[0.000,100], d[0.166,0.273], g[3.490]
Training on Epoch 16 =>: 33%|██████████████████▍ | 70/213 [00:32<00:59, 2.38it/s]
>70, c[0.001,100], d[0.366,0.370], g[2.328]
Training on Epoch 16 =>: 33%|██████████████████▋ | 71/213 [00:32<01:06, 2.15it/s]
>71, c[0.000,100], d[0.090,0.068], g[3.535]
Training on Epoch 16 =>: 34%|██████████████████▉ | 72/213 [00:33<01:02, 2.24it/s]
>72, c[0.000,100], d[0.769,0.469], g[2.182]
Training on Epoch 16 =>: 34%|███████████████████▏ | 73/213 [00:33<01:01, 2.29it/s]
>73, c[0.000,100], d[0.246,0.800], g[3.224]
Training on Epoch 16 =>: 35%|███████████████████▍ | 74/213 [00:33<00:58, 2.36it/s]
>74, c[0.000,100], d[0.106,0.054], g[2.697]
Training on Epoch 16 =>: 35%|███████████████████▋ | 75/213 [00:34<00:57, 2.42it/s]
>75, c[0.000,100], d[0.201,0.225], g[2.813]
Training on Epoch 16 =>: 36%|███████████████████▉ | 76/213 [00:34<00:56, 2.41it/s]
>76, c[0.000,100], d[0.516,0.106], g[3.204]
Training on Epoch 16 =>: 36%|████████████████████▏ | 77/213 [00:35<01:06, 2.04it/s]
>77, c[0.000,100], d[0.222,0.597], g[2.699]
Training on Epoch 16 =>: 37%|████████████████████▌ | 78/213 [00:35<01:02, 2.16it/s]
>78, c[0.000,100], d[0.032,0.320], g[2.648]
Training on Epoch 16 =>: 37%|████████████████████▊ | 79/213 [00:36<00:59, 2.26it/s]
>79, c[0.000,100], d[1.125,0.068], g[2.064]
Training on Epoch 16 =>: 38%|█████████████████████ | 80/213 [00:36<00:57, 2.30it/s]
>80, c[0.000,100], d[0.226,0.392], g[2.450]
Training on Epoch 16 =>: 38%|█████████████████████▎ | 81/213 [00:36<00:55, 2.39it/s]
>81, c[0.000,100], d[0.380,0.231], g[2.526]
Training on Epoch 16 =>: 38%|█████████████████████▌ | 82/213 [00:37<00:54, 2.40it/s]
>82, c[0.000,100], d[0.162,0.080], g[1.590]
Training on Epoch 16 =>: 39%|█████████████████████▊ | 83/213 [00:37<00:54, 2.39it/s]
>83, c[0.004,100], d[0.158,0.116], g[3.004]
Training on Epoch 16 =>: 39%|██████████████████████ | 84/213 [00:38<00:52, 2.45it/s]
>84, c[0.000,100], d[0.062,0.365], g[3.038]
Training on Epoch 16 =>: 40%|██████████████████████▎ | 85/213 [00:38<00:52, 2.46it/s]
>85, c[0.000,100], d[0.861,1.031], g[3.084]
Training on Epoch 16 =>: 40%|██████████████████████▌ | 86/213 [00:38<00:51, 2.45it/s]
>86, c[0.006,100], d[0.108,0.173], g[1.910]
Training on Epoch 16 =>: 41%|██████████████████████▊ | 87/213 [00:39<00:51, 2.46it/s]
>87, c[0.000,100], d[0.165,0.881], g[2.837]
Training on Epoch 16 =>: 41%|███████████████████████▏ | 88/213 [00:39<00:50, 2.46it/s]
>88, c[0.001,100], d[0.629,0.173], g[2.677]
Training on Epoch 16 =>: 42%|███████████████████████▍ | 89/213 [00:40<00:49, 2.49it/s]
>89, c[0.001,100], d[0.472,0.482], g[2.753]
Training on Epoch 16 =>: 42%|███████████████████████▋ | 90/213 [00:40<00:50, 2.42it/s]
>90, c[0.185,83], d[0.119,0.216], g[1.890]
Training on Epoch 16 =>: 43%|███████████████████████▉ | 91/213 [00:41<00:49, 2.44it/s]
>91, c[0.004,100], d[0.109,0.492], g[1.928]
Training on Epoch 16 =>: 43%|████████████████████████▏ | 92/213 [00:41<00:53, 2.25it/s]
>92, c[0.004,100], d[0.025,0.191], g[2.458]
Training on Epoch 16 =>: 44%|████████████████████████▍ | 93/213 [00:41<00:51, 2.35it/s]
>93, c[0.188,83], d[0.480,0.170], g[1.800]
Training on Epoch 16 =>: 44%|████████████████████████▋ | 94/213 [00:42<00:57, 2.08it/s]
>94, c[0.000,100], d[0.253,0.209], g[2.650]
Training on Epoch 16 =>: 45%|████████████████████████▉ | 95/213 [00:43<00:57, 2.04it/s]
>95, c[0.000,100], d[0.206,0.421], g[2.662]
Training on Epoch 16 =>: 45%|█████████████████████████▏ | 96/213 [00:43<01:03, 1.84it/s]
>96, c[0.000,100], d[0.070,0.107], g[2.097]
Training on Epoch 16 =>: 46%|█████████████████████████▌ | 97/213 [00:44<00:58, 2.00it/s]
>97, c[0.000,100], d[0.118,0.212], g[2.789]
Training on Epoch 16 =>: 46%|█████████████████████████▊ | 98/213 [00:44<01:01, 1.88it/s]
>98, c[0.000,100], d[0.118,0.116], g[2.580]
Training on Epoch 16 =>: 46%|██████████████████████████ | 99/213 [00:45<00:56, 2.03it/s]
>99, c[0.000,100], d[0.044,0.192], g[2.530]
Training on Epoch 16 =>: 47%|█████████████████████████▊ | 100/213 [00:45<00:52, 2.17it/s]
>100, c[0.000,100], d[0.363,0.089], g[2.941]
Training on Epoch 16 =>: 47%|██████████████████████████ | 101/213 [00:45<00:49, 2.29it/s]
>101, c[0.000,100], d[0.386,0.135], g[2.356]
Training on Epoch 16 =>: 48%|██████████████████████████▎ | 102/213 [00:46<00:48, 2.29it/s]
>102, c[0.000,100], d[0.541,0.294], g[2.303]
Training on Epoch 16 =>: 48%|██████████████████████████▌ | 103/213 [00:46<00:46, 2.37it/s]
>103, c[0.000,100], d[0.463,0.264], g[1.992]
Training on Epoch 16 =>: 49%|██████████████████████████▊ | 104/213 [00:47<00:45, 2.42it/s]
>104, c[0.000,100], d[0.158,0.554], g[2.350]
Training on Epoch 16 =>: 49%|███████████████████████████ | 105/213 [00:47<00:51, 2.09it/s]
>105, c[0.058,100], d[0.070,0.712], g[2.818]
Training on Epoch 16 =>: 50%|███████████████████████████▎ | 106/213 [00:48<00:49, 2.18it/s]
>106, c[0.000,100], d[0.265,0.152], g[2.781]
Training on Epoch 16 =>: 50%|███████████████████████████▋ | 107/213 [00:48<00:46, 2.27it/s]
>107, c[0.000,100], d[0.265,0.145], g[2.324]
Training on Epoch 16 =>: 51%|███████████████████████████▉ | 108/213 [00:48<00:45, 2.31it/s]
>108, c[0.000,100], d[0.034,0.182], g[2.568]
Training on Epoch 16 =>: 51%|████████████████████████████▏ | 109/213 [00:49<00:43, 2.36it/s]
>109, c[0.000,100], d[0.230,0.125], g[1.976]
Training on Epoch 16 =>: 52%|████████████████████████████▍ | 110/213 [00:49<00:47, 2.17it/s]
>110, c[0.000,100], d[0.190,0.105], g[1.887]
Training on Epoch 16 =>: 52%|████████████████████████████▋ | 111/213 [00:50<00:53, 1.92it/s]
>111, c[0.000,100], d[0.154,0.096], g[2.028]
Training on Epoch 16 =>: 53%|████████████████████████████▉ | 112/213 [00:51<00:52, 1.92it/s]
>112, c[0.000,100], d[0.073,1.065], g[4.004]
Training on Epoch 16 =>: 53%|█████████████████████████████▏ | 113/213 [00:51<00:49, 2.04it/s]
>113, c[0.403,83], d[0.227,0.269], g[3.071]
Training on Epoch 16 =>: 54%|█████████████████████████████▍ | 114/213 [00:51<00:45, 2.18it/s]
>114, c[0.018,100], d[0.942,0.131], g[3.640]
Training on Epoch 16 =>: 54%|█████████████████████████████▋ | 115/213 [00:52<00:47, 2.04it/s]
>115, c[0.991,83], d[0.357,1.285], g[1.919]
Training on Epoch 16 =>: 54%|█████████████████████████████▉ | 116/213 [00:53<00:51, 1.88it/s]
>116, c[0.001,100], d[1.021,0.598], g[1.759]
Training on Epoch 16 =>: 55%|██████████████████████████████▏ | 117/213 [00:53<00:54, 1.75it/s]
>117, c[0.000,100], d[0.351,1.081], g[2.767]
Training on Epoch 16 =>: 55%|██████████████████████████████▍ | 118/213 [00:54<00:49, 1.92it/s]
>118, c[0.003,100], d[0.778,0.310], g[2.392]
Training on Epoch 16 =>: 56%|██████████████████████████████▋ | 119/213 [00:54<00:51, 1.82it/s]
>119, c[0.000,100], d[0.189,0.269], g[1.595]
Training on Epoch 16 =>: 56%|██████████████████████████████▉ | 120/213 [00:55<00:46, 1.99it/s]
>120, c[0.042,100], d[0.503,0.552], g[0.979]
Training on Epoch 16 =>: 57%|███████████████████████████████▏ | 121/213 [00:55<00:49, 1.86it/s]
>121, c[0.000,100], d[0.369,0.211], g[1.262]
Training on Epoch 16 =>: 57%|███████████████████████████████▌ | 122/213 [00:56<00:48, 1.88it/s]
>122, c[0.003,100], d[0.108,1.171], g[1.206]
Training on Epoch 16 =>: 58%|███████████████████████████████▊ | 123/213 [00:56<00:43, 2.05it/s]
>123, c[0.005,100], d[1.015,0.249], g[1.759]
Training on Epoch 16 =>: 58%|████████████████████████████████ | 124/213 [00:57<00:41, 2.14it/s]
>124, c[0.006,100], d[0.060,0.420], g[1.814]
Training on Epoch 16 =>: 59%|████████████████████████████████▎ | 125/213 [00:57<00:39, 2.22it/s]
>125, c[0.000,100], d[0.093,0.239], g[2.092]
Training on Epoch 16 =>: 59%|████████████████████████████████▌ | 126/213 [00:57<00:38, 2.27it/s]
>126, c[0.019,100], d[0.483,0.137], g[2.028]
Training on Epoch 16 =>: 60%|████████████████████████████████▊ | 127/213 [00:58<00:37, 2.31it/s]
>127, c[0.000,100], d[0.187,0.369], g[2.008]
Training on Epoch 16 =>: 60%|█████████████████████████████████ | 128/213 [00:58<00:34, 2.45it/s]
>128, c[0.001,100], d[0.035,0.292], g[2.529]
Training on Epoch 16 =>: 61%|█████████████████████████████████▎ | 129/213 [00:59<00:34, 2.47it/s]
>129, c[0.002,100], d[0.343,1.129], g[3.199]
Training on Epoch 16 =>: 61%|█████████████████████████████████▌ | 130/213 [00:59<00:34, 2.44it/s]
>130, c[0.006,100], d[0.176,0.125], g[2.286]
Training on Epoch 16 =>: 62%|█████████████████████████████████▊ | 131/213 [00:59<00:33, 2.47it/s]
>131, c[0.000,100], d[0.371,0.130], g[2.761]
Training on Epoch 16 =>: 62%|██████████████████████████████████ | 132/213 [01:00<00:32, 2.47it/s]
>132, c[0.001,100], d[0.298,0.101], g[2.622]
Training on Epoch 16 =>: 62%|██████████████████████████████████▎ | 133/213 [01:00<00:31, 2.50it/s]
>133, c[0.039,100], d[0.130,0.136], g[1.644]
Training on Epoch 16 =>: 63%|██████████████████████████████████▌ | 134/213 [01:01<00:31, 2.48it/s]
>134, c[0.001,100], d[0.297,0.248], g[2.431]
Training on Epoch 16 =>: 63%|██████████████████████████████████▊ | 135/213 [01:01<00:31, 2.51it/s]
>135, c[0.001,100], d[0.138,0.178], g[2.293]
Training on Epoch 16 =>: 64%|███████████████████████████████████ | 136/213 [01:01<00:30, 2.49it/s]
>136, c[0.000,100], d[0.021,0.138], g[2.392]
Training on Epoch 16 =>: 64%|███████████████████████████████████▍ | 137/213 [01:02<00:31, 2.39it/s]
>137, c[0.000,100], d[0.381,0.337], g[2.494]
Training on Epoch 16 =>: 65%|███████████████████████████████████▋ | 138/213 [01:02<00:30, 2.43it/s]
>138, c[0.000,100], d[0.459,0.067], g[2.473]
Training on Epoch 16 =>: 65%|███████████████████████████████████▉ | 139/213 [01:03<00:30, 2.40it/s]
>139, c[0.000,100], d[0.533,0.123], g[2.182]
Training on Epoch 16 =>: 66%|████████████████████████████████████▏ | 140/213 [01:03<00:29, 2.46it/s]
>140, c[0.000,100], d[0.074,0.607], g[2.394]
Training on Epoch 16 =>: 66%|████████████████████████████████████▍ | 141/213 [01:03<00:28, 2.49it/s]
>141, c[0.000,100], d[0.154,0.084], g[2.371]
Training on Epoch 16 =>: 67%|████████████████████████████████████▋ | 142/213 [01:04<00:31, 2.28it/s]
>142, c[0.000,100], d[0.196,0.716], g[2.655]
Training on Epoch 16 =>: 67%|████████████████████████████████████▉ | 143/213 [01:05<00:34, 2.00it/s]
>143, c[0.000,100], d[0.302,0.064], g[2.910]
Training on Epoch 16 =>: 68%|█████████████████████████████████████▏ | 144/213 [01:05<00:33, 2.09it/s]
>144, c[0.006,100], d[0.542,0.374], g[1.833]
Training on Epoch 16 =>: 68%|█████████████████████████████████████▍ | 145/213 [01:06<00:34, 1.95it/s]
>145, c[0.000,100], d[0.359,0.119], g[2.054]
Training on Epoch 16 =>: 69%|█████████████████████████████████████▋ | 146/213 [01:06<00:34, 1.95it/s]
>146, c[0.001,100], d[0.137,0.175], g[1.821]
Training on Epoch 16 =>: 69%|█████████████████████████████████████▉ | 147/213 [01:07<00:32, 2.06it/s]
>147, c[0.001,100], d[0.063,0.184], g[3.183]
Training on Epoch 16 =>: 69%|██████████████████████████████████████▏ | 148/213 [01:07<00:29, 2.21it/s]
>148, c[0.000,100], d[0.331,0.195], g[2.603]
Training on Epoch 16 =>: 70%|██████████████████████████████████████▍ | 149/213 [01:07<00:27, 2.30it/s]
>149, c[0.035,100], d[0.312,0.098], g[2.876]
Training on Epoch 16 =>: 70%|██████████████████████████████████████▋ | 150/213 [01:08<00:26, 2.36it/s]
>150, c[0.009,100], d[0.028,0.091], g[2.887]
Training on Epoch 16 =>: 71%|██████████████████████████████████████▉ | 151/213 [01:08<00:25, 2.42it/s]
>151, c[0.000,100], d[0.692,0.261], g[4.127]
Training on Epoch 16 =>: 71%|███████████████████████████████████████▏ | 152/213 [01:09<00:25, 2.43it/s]
>152, c[0.001,100], d[0.344,0.174], g[2.055]
Training on Epoch 16 =>: 72%|███████████████████████████████████████▌ | 153/213 [01:09<00:24, 2.43it/s]
>153, c[0.001,100], d[0.186,0.147], g[2.350]
Training on Epoch 16 =>: 72%|███████████████████████████████████████▊ | 154/213 [01:09<00:23, 2.47it/s]
>154, c[0.045,100], d[0.155,0.344], g[1.366]
Training on Epoch 16 =>: 73%|████████████████████████████████████████ | 155/213 [01:10<00:23, 2.46it/s]
>155, c[0.000,100], d[0.026,0.245], g[3.567]
Training on Epoch 16 =>: 73%|████████████████████████████████████████▎ | 156/213 [01:10<00:23, 2.48it/s]
>156, c[0.000,100], d[0.359,0.215], g[2.705]
Training on Epoch 16 =>: 74%|████████████████████████████████████████▌ | 157/213 [01:11<00:22, 2.48it/s]
>157, c[0.002,100], d[0.046,0.263], g[2.995]
Training on Epoch 16 =>: 74%|████████████████████████████████████████▊ | 158/213 [01:11<00:25, 2.14it/s]
>158, c[0.000,100], d[0.150,0.380], g[2.549]
Training on Epoch 16 =>: 75%|█████████████████████████████████████████ | 159/213 [01:12<00:24, 2.23it/s]
>159, c[0.003,100], d[0.127,0.106], g[2.976]
Training on Epoch 16 =>: 75%|█████████████████████████████████████████▎ | 160/213 [01:12<00:26, 1.99it/s]
>160, c[0.000,100], d[0.544,0.067], g[2.254]
Training on Epoch 16 =>: 76%|█████████████████████████████████████████▌ | 161/213 [01:13<00:37, 1.39it/s]
>161, c[0.000,100], d[0.024,0.211], g[2.828]
Training on Epoch 16 =>: 76%|█████████████████████████████████████████▊ | 162/213 [01:14<00:38, 1.34it/s]
>162, c[0.006,100], d[0.082,0.276], g[3.361]
Training on Epoch 16 =>: 77%|██████████████████████████████████████████ | 163/213 [01:15<00:34, 1.46it/s]
>163, c[0.000,100], d[0.245,0.086], g[2.627]
Training on Epoch 16 =>: 77%|██████████████████████████████████████████▎ | 164/213 [01:15<00:29, 1.64it/s]
>164, c[0.008,100], d[0.012,0.102], g[2.722]
Training on Epoch 16 =>: 77%|██████████████████████████████████████████▌ | 165/213 [01:16<00:27, 1.77it/s]
>165, c[0.003,100], d[0.267,0.066], g[2.940]
Training on Epoch 16 =>: 78%|██████████████████████████████████████████▊ | 166/213 [01:16<00:24, 1.95it/s]
>166, c[0.000,100], d[0.132,0.092], g[3.072]
Training on Epoch 16 =>: 78%|███████████████████████████████████████████ | 167/213 [01:16<00:21, 2.13it/s]
>167, c[0.000,100], d[0.322,0.349], g[2.520]
Training on Epoch 16 =>: 79%|███████████████████████████████████████████▍ | 168/213 [01:17<00:19, 2.26it/s]
>168, c[0.000,100], d[0.438,0.275], g[1.388]
Training on Epoch 16 =>: 79%|███████████████████████████████████████████▋ | 169/213 [01:17<00:18, 2.38it/s]
>169, c[0.000,100], d[0.011,0.241], g[3.166]
Training on Epoch 16 =>: 80%|███████████████████████████████████████████▉ | 170/213 [01:18<00:17, 2.47it/s]
>170, c[0.003,100], d[0.162,0.046], g[2.834]
Training on Epoch 16 =>: 80%|████████████████████████████████████████████▏ | 171/213 [01:18<00:16, 2.55it/s]
>171, c[0.000,100], d[0.178,0.157], g[2.744]
Training on Epoch 16 =>: 81%|████████████████████████████████████████████▍ | 172/213 [01:18<00:15, 2.62it/s]
>172, c[0.000,100], d[0.227,1.051], g[2.433]
Training on Epoch 16 =>: 81%|████████████████████████████████████████████▋ | 173/213 [01:19<00:14, 2.72it/s]
>173, c[0.006,100], d[0.120,0.540], g[4.216]
Training on Epoch 16 =>: 82%|████████████████████████████████████████████▉ | 174/213 [01:19<00:14, 2.71it/s]
>174, c[0.000,100], d[0.472,0.032], g[2.549]
Training on Epoch 16 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [01:19<00:13, 2.77it/s]
>175, c[0.000,100], d[0.174,0.437], g[3.568]
Training on Epoch 16 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [01:20<00:13, 2.78it/s]
>176, c[0.022,100], d[1.223,0.192], g[1.495]
Training on Epoch 16 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [01:20<00:13, 2.61it/s]
>177, c[0.000,100], d[0.213,0.394], g[2.512]
Training on Epoch 16 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [01:21<00:18, 1.94it/s]
>178, c[0.005,100], d[1.109,0.584], g[2.790]
Training on Epoch 16 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [01:21<00:15, 2.14it/s]
>179, c[0.014,100], d[0.794,0.122], g[3.854]
Training on Epoch 16 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [01:22<00:14, 2.29it/s]
>180, c[0.000,100], d[1.609,0.307], g[1.010]
Training on Epoch 16 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [01:22<00:13, 2.30it/s]
>181, c[0.004,100], d[0.016,1.561], g[1.780]
Training on Epoch 16 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:23<00:17, 1.76it/s]
>182, c[0.000,100], d[0.584,0.695], g[2.899]
Training on Epoch 16 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:23<00:15, 1.95it/s]
>183, c[0.003,100], d[0.488,0.318], g[2.839]
Training on Epoch 16 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:24<00:13, 2.11it/s]
>184, c[0.017,100], d[0.337,0.223], g[2.888]
Training on Epoch 16 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:24<00:12, 2.21it/s]
>185, c[0.000,100], d[1.240,0.441], g[2.068]
Training on Epoch 16 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:25<00:15, 1.75it/s]
>186, c[0.000,100], d[0.111,0.245], g[1.851]
Training on Epoch 16 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:25<00:13, 1.97it/s]
>187, c[0.002,100], d[0.075,0.388], g[2.156]
Training on Epoch 16 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:26<00:11, 2.14it/s]
>188, c[0.001,100], d[0.265,0.120], g[2.277]
Training on Epoch 16 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:26<00:10, 2.24it/s]
>189, c[0.000,100], d[0.096,0.091], g[2.394]
Training on Epoch 16 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:27<00:14, 1.60it/s]
>190, c[0.000,100], d[0.020,0.089], g[3.036]
Training on Epoch 16 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:28<00:12, 1.76it/s]
>191, c[0.000,100], d[0.174,0.145], g[3.102]
Training on Epoch 16 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:28<00:11, 1.88it/s]
>192, c[0.000,100], d[0.181,0.062], g[2.254]
Training on Epoch 16 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:29<00:12, 1.57it/s]
>193, c[0.001,100], d[0.150,0.377], g[1.422]
Training on Epoch 16 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:29<00:10, 1.78it/s]
>194, c[0.003,100], d[0.027,0.088], g[3.338]
Training on Epoch 16 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:30<00:09, 1.98it/s]
>195, c[0.000,100], d[0.393,0.075], g[2.737]
Training on Epoch 16 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:30<00:07, 2.13it/s]
>196, c[0.000,100], d[0.274,0.185], g[1.539]
Training on Epoch 16 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:31<00:09, 1.71it/s]
>197, c[0.000,100], d[0.039,0.182], g[2.224]
Training on Epoch 16 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:31<00:07, 1.88it/s]
>198, c[0.000,100], d[0.188,0.149], g[2.455]
Training on Epoch 16 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:32<00:06, 2.06it/s]
>199, c[0.000,100], d[0.072,0.129], g[2.758]
Training on Epoch 16 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:32<00:05, 2.17it/s]
>200, c[0.001,100], d[0.100,0.412], g[2.551]
Training on Epoch 16 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:33<00:06, 1.72it/s]
>201, c[0.005,100], d[0.207,0.201], g[2.228]
Training on Epoch 16 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:33<00:05, 1.87it/s]
>202, c[0.001,100], d[0.096,0.540], g[1.852]
Training on Epoch 16 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:34<00:04, 2.06it/s]
>203, c[0.000,100], d[0.151,0.059], g[3.387]
Training on Epoch 16 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:34<00:04, 2.20it/s]
>204, c[0.008,100], d[0.112,0.170], g[1.978]
Training on Epoch 16 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:35<00:04, 1.78it/s]
>205, c[0.000,100], d[0.394,0.161], g[3.618]
Training on Epoch 16 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:35<00:03, 1.90it/s]
>206, c[0.000,100], d[0.073,0.350], g[2.402]
Training on Epoch 16 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:36<00:02, 2.08it/s]
>207, c[0.000,100], d[0.320,0.138], g[2.439]
Training on Epoch 16 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:36<00:02, 2.19it/s]
>208, c[0.000,100], d[0.177,0.073], g[2.119]
Training on Epoch 16 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:37<00:02, 1.78it/s]
>209, c[0.000,100], d[0.100,0.075], g[2.364]
Training on Epoch 16 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:37<00:01, 1.88it/s]
>210, c[0.000,100], d[0.284,0.111], g[1.455]
Training on Epoch 16 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:38<00:00, 2.05it/s]
>211, c[0.000,100], d[0.338,0.074], g[2.324]
Training on Epoch 16 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:38<00:00, 2.17it/s]
>212, c[0.002,100], d[0.211,0.406], g[2.218]
Training on Epoch 16 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:39<00:00, 2.14it/s]
>213, c[0.001,100], d[0.510,0.465], g[2.767]
EPOCHS =>: 32%|██████████████████████▋ | 16/50 [21:29<50:40, 89.42s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 17 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 17 =>: 0%|▎ | 1/213 [00:00<02:44, 1.29it/s]
>1, c[0.002,100], d[0.547,0.148], g[2.171]
Training on Epoch 17 =>: 1%|▌ | 2/213 [00:01<02:08, 1.64it/s]
>2, c[0.000,100], d[0.766,0.493], g[1.923]
Training on Epoch 17 =>: 1%|▊ | 3/213 [00:01<01:43, 2.02it/s]
>3, c[0.008,100], d[0.294,0.771], g[1.325]
Training on Epoch 17 =>: 2%|█ | 4/213 [00:01<01:32, 2.26it/s]
>4, c[0.001,100], d[0.006,0.421], g[3.116]
Training on Epoch 17 =>: 2%|█▎ | 5/213 [00:02<01:29, 2.31it/s]
>5, c[0.000,100], d[0.860,0.510], g[1.954]
Training on Epoch 17 =>: 3%|█▌ | 6/213 [00:03<02:08, 1.61it/s]
>6, c[0.000,100], d[0.218,0.338], g[2.065]
Training on Epoch 17 =>: 3%|█▊ | 7/213 [00:03<01:49, 1.89it/s]
>7, c[0.000,100], d[0.195,0.188], g[2.372]
Training on Epoch 17 =>: 4%|██▏ | 8/213 [00:04<01:36, 2.11it/s]
>8, c[0.004,100], d[0.545,0.750], g[3.186]
Training on Epoch 17 =>: 4%|██▍ | 9/213 [00:04<01:52, 1.81it/s]
>9, c[0.000,100], d[0.299,0.466], g[3.226]
Training on Epoch 17 =>: 5%|██▋ | 10/213 [00:05<01:46, 1.91it/s]
>10, c[0.000,100], d[0.412,0.201], g[1.878]
Training on Epoch 17 =>: 5%|██▉ | 11/213 [00:05<01:34, 2.14it/s]
>11, c[0.000,100], d[0.055,0.159], g[2.786]
Training on Epoch 17 =>: 6%|███▏ | 12/213 [00:05<01:27, 2.31it/s]
>12, c[0.011,100], d[0.764,0.413], g[2.617]
Training on Epoch 17 =>: 6%|███▍ | 13/213 [00:06<01:21, 2.46it/s]
>13, c[0.001,100], d[0.144,0.163], g[3.073]
Training on Epoch 17 =>: 7%|███▋ | 14/213 [00:07<01:46, 1.87it/s]
>14, c[0.014,100], d[0.188,0.138], g[3.059]
Training on Epoch 17 =>: 7%|███▉ | 15/213 [00:07<01:35, 2.08it/s]
>15, c[0.010,100], d[0.582,0.138], g[1.862]
Training on Epoch 17 =>: 8%|████▏ | 16/213 [00:07<01:27, 2.26it/s]
>16, c[0.027,100], d[0.006,0.118], g[1.738]
Training on Epoch 17 =>: 8%|████▍ | 17/213 [00:08<01:21, 2.41it/s]
>17, c[0.012,100], d[0.034,0.193], g[2.152]
Training on Epoch 17 =>: 8%|████▋ | 18/213 [00:09<01:43, 1.89it/s]
>18, c[0.000,100], d[0.053,0.419], g[2.853]
Training on Epoch 17 =>: 9%|████▉ | 19/213 [00:09<01:36, 2.01it/s]
>19, c[0.000,100], d[0.107,0.125], g[3.096]
Training on Epoch 17 =>: 9%|█████▎ | 20/213 [00:09<01:27, 2.20it/s]
>20, c[0.000,100], d[0.347,0.212], g[2.949]
Training on Epoch 17 =>: 10%|█████▌ | 21/213 [00:10<01:22, 2.33it/s]
>21, c[0.000,100], d[0.263,0.039], g[2.174]
Training on Epoch 17 =>: 10%|█████▊ | 22/213 [00:10<01:21, 2.35it/s]
>22, c[0.001,100], d[0.009,0.353], g[3.014]
Training on Epoch 17 =>: 11%|██████ | 23/213 [00:11<01:38, 1.92it/s]
>23, c[0.000,100], d[0.393,0.053], g[2.081]
Training on Epoch 17 =>: 11%|██████▎ | 24/213 [00:11<01:28, 2.13it/s]
>24, c[0.001,100], d[0.078,0.889], g[3.083]
Training on Epoch 17 =>: 12%|██████▌ | 25/213 [00:12<01:21, 2.30it/s]
>25, c[0.001,100], d[0.128,0.164], g[3.598]
Training on Epoch 17 =>: 12%|██████▊ | 26/213 [00:12<01:16, 2.43it/s]
>26, c[0.000,100], d[0.305,0.035], g[2.589]
Training on Epoch 17 =>: 13%|███████ | 27/213 [00:13<01:40, 1.85it/s]
>27, c[0.000,100], d[0.405,0.299], g[2.976]
Training on Epoch 17 =>: 13%|███████▎ | 28/213 [00:13<01:28, 2.08it/s]
>28, c[0.000,100], d[0.013,0.100], g[1.953]
Training on Epoch 17 =>: 14%|███████▌ | 29/213 [00:13<01:21, 2.27it/s]
>29, c[0.041,100], d[0.113,0.165], g[3.013]
Training on Epoch 17 =>: 14%|███████▉ | 30/213 [00:14<01:15, 2.41it/s]
>30, c[0.000,100], d[0.092,0.569], g[3.334]
Training on Epoch 17 =>: 15%|████████▏ | 31/213 [00:14<01:13, 2.48it/s]
>31, c[0.000,100], d[0.363,0.111], g[3.372]
Training on Epoch 17 =>: 15%|████████▍ | 32/213 [00:15<01:31, 1.99it/s]
>32, c[0.000,100], d[0.086,0.122], g[3.138]
Training on Epoch 17 =>: 15%|████████▋ | 33/213 [00:15<01:22, 2.19it/s]
>33, c[0.059,100], d[0.008,0.182], g[3.744]
Training on Epoch 17 =>: 16%|████████▉ | 34/213 [00:16<01:17, 2.32it/s]
>34, c[0.000,100], d[0.487,0.073], g[3.258]
Training on Epoch 17 =>: 16%|█████████▏ | 35/213 [00:16<01:12, 2.46it/s]
>35, c[0.002,100], d[0.076,0.155], g[3.431]
Training on Epoch 17 =>: 17%|█████████▍ | 36/213 [00:17<01:32, 1.90it/s]
>36, c[0.000,100], d[0.373,0.226], g[1.232]
Training on Epoch 17 =>: 17%|█████████▋ | 37/213 [00:17<01:30, 1.94it/s]
>37, c[0.000,100], d[0.420,0.240], g[3.371]
Training on Epoch 17 =>: 18%|█████████▉ | 38/213 [00:18<01:21, 2.16it/s]
>38, c[0.000,100], d[0.179,0.803], g[5.025]
Training on Epoch 17 =>: 18%|██████████▎ | 39/213 [00:18<01:14, 2.32it/s]
>39, c[0.000,100], d[0.455,0.101], g[2.733]
Training on Epoch 17 =>: 19%|██████████▌ | 40/213 [00:18<01:13, 2.35it/s]
>40, c[0.000,100], d[0.028,0.078], g[1.670]
Training on Epoch 17 =>: 19%|██████████▊ | 41/213 [00:19<01:33, 1.84it/s]
>41, c[0.000,100], d[0.261,0.418], g[2.679]
Training on Epoch 17 =>: 20%|███████████ | 42/213 [00:20<01:23, 2.04it/s]
>42, c[0.001,100], d[0.069,0.024], g[1.857]
Training on Epoch 17 =>: 20%|███████████▎ | 43/213 [00:20<01:16, 2.23it/s]
>43, c[0.001,100], d[0.028,0.177], g[3.366]
Training on Epoch 17 =>: 21%|███████████▌ | 44/213 [00:20<01:10, 2.39it/s]
>44, c[0.000,100], d[0.011,0.189], g[6.148]
Training on Epoch 17 =>: 21%|███████████▊ | 45/213 [00:21<01:32, 1.83it/s]
>45, c[0.002,100], d[0.682,0.056], g[3.620]
Training on Epoch 17 =>: 22%|████████████ | 46/213 [00:21<01:21, 2.06it/s]
>46, c[0.000,100], d[0.148,0.129], g[2.020]
Training on Epoch 17 =>: 22%|████████████▎ | 47/213 [00:22<01:13, 2.25it/s]
>47, c[0.003,100], d[0.139,0.278], g[1.681]
Training on Epoch 17 =>: 23%|████████████▌ | 48/213 [00:22<01:09, 2.37it/s]
>48, c[0.000,100], d[0.139,0.579], g[2.754]
Training on Epoch 17 =>: 23%|████████████▉ | 49/213 [00:23<01:27, 1.86it/s]
>49, c[0.000,100], d[0.010,0.118], g[3.221]
Training on Epoch 17 =>: 23%|█████████████▏ | 50/213 [00:23<01:20, 2.02it/s]
>50, c[0.000,100], d[0.319,0.268], g[3.444]
Training on Epoch 17 =>: 24%|█████████████▍ | 51/213 [00:24<01:13, 2.20it/s]
>51, c[0.000,100], d[0.271,0.807], g[5.033]
Training on Epoch 17 =>: 24%|█████████████▋ | 52/213 [00:24<01:08, 2.35it/s]
>52, c[0.000,100], d[0.548,1.219], g[5.379]
Training on Epoch 17 =>: 25%|█████████████▉ | 53/213 [00:24<01:06, 2.40it/s]
>53, c[0.000,100], d[0.186,0.058], g[3.009]
Training on Epoch 17 =>: 25%|██████████████▏ | 54/213 [00:25<01:23, 1.91it/s]
>54, c[0.001,100], d[0.625,0.035], g[3.061]
Training on Epoch 17 =>: 26%|██████████████▍ | 55/213 [00:26<01:14, 2.13it/s]
>55, c[0.001,100], d[0.126,0.375], g[3.646]
Training on Epoch 17 =>: 26%|██████████████▋ | 56/213 [00:26<01:08, 2.30it/s]
>56, c[0.000,100], d[0.460,0.252], g[2.456]
Training on Epoch 17 =>: 27%|██████████████▉ | 57/213 [00:26<01:03, 2.46it/s]
>57, c[0.000,100], d[0.681,0.403], g[2.085]
Training on Epoch 17 =>: 27%|███████████████▏ | 58/213 [00:27<01:30, 1.71it/s]
>58, c[0.000,100], d[0.200,0.084], g[2.816]
Training on Epoch 17 =>: 28%|███████████████▌ | 59/213 [00:28<01:20, 1.91it/s]
>59, c[0.000,100], d[0.319,0.196], g[2.176]
Training on Epoch 17 =>: 28%|███████████████▊ | 60/213 [00:28<01:13, 2.09it/s]
>60, c[0.000,100], d[0.478,0.421], g[2.353]
Training on Epoch 17 =>: 29%|████████████████ | 61/213 [00:28<01:08, 2.21it/s]
>61, c[0.000,100], d[0.129,0.195], g[2.267]
Training on Epoch 17 =>: 29%|████████████████▎ | 62/213 [00:29<01:27, 1.72it/s]
>62, c[0.000,100], d[0.054,0.154], g[3.022]
Training on Epoch 17 =>: 30%|████████████████▌ | 63/213 [00:30<01:31, 1.64it/s]
>63, c[0.000,100], d[0.033,0.054], g[2.451]
Training on Epoch 17 =>: 30%|████████████████▊ | 64/213 [00:31<01:33, 1.60it/s]
>64, c[0.000,100], d[0.184,0.711], g[3.397]
Training on Epoch 17 =>: 31%|█████████████████ | 65/213 [00:31<01:35, 1.55it/s]
>65, c[0.000,100], d[0.219,0.060], g[3.725]
Training on Epoch 17 =>: 31%|█████████████████▎ | 66/213 [00:32<01:35, 1.54it/s]
>66, c[0.000,100], d[0.285,0.067], g[3.675]
Training on Epoch 17 =>: 31%|█████████████████▌ | 67/213 [00:32<01:24, 1.73it/s]
>67, c[0.000,100], d[0.586,0.124], g[2.878]
Training on Epoch 17 =>: 32%|█████████████████▉ | 68/213 [00:33<01:14, 1.94it/s]
>68, c[0.000,100], d[0.390,0.142], g[2.517]
Training on Epoch 17 =>: 32%|██████████████████▏ | 69/213 [00:33<01:07, 2.14it/s]
>69, c[0.000,100], d[0.107,0.185], g[2.240]
Training on Epoch 17 =>: 33%|██████████████████▍ | 70/213 [00:33<01:02, 2.29it/s]
>70, c[0.000,100], d[0.225,0.157], g[2.105]
Training on Epoch 17 =>: 33%|██████████████████▋ | 71/213 [00:34<00:59, 2.40it/s]
>71, c[0.000,100], d[0.010,0.433], g[2.685]
Training on Epoch 17 =>: 34%|██████████████████▉ | 72/213 [00:34<00:57, 2.46it/s]
>72, c[0.000,100], d[0.047,0.150], g[3.453]
Training on Epoch 17 =>: 34%|███████████████████▏ | 73/213 [00:35<00:55, 2.51it/s]
>73, c[0.000,100], d[0.372,0.089], g[3.128]
Training on Epoch 17 =>: 35%|███████████████████▍ | 74/213 [00:35<00:57, 2.43it/s]
>74, c[0.005,100], d[0.021,0.065], g[3.242]
Training on Epoch 17 =>: 35%|███████████████████▋ | 75/213 [00:36<01:03, 2.17it/s]
>75, c[0.000,100], d[0.001,0.420], g[3.593]
Training on Epoch 17 =>: 36%|███████████████████▉ | 76/213 [00:36<00:59, 2.29it/s]
>76, c[0.005,100], d[0.027,0.360], g[5.068]
Training on Epoch 17 =>: 36%|████████████████████▏ | 77/213 [00:36<00:55, 2.47it/s]
>77, c[0.000,100], d[0.953,0.085], g[2.735]
Training on Epoch 17 =>: 37%|████████████████████▌ | 78/213 [00:37<00:52, 2.56it/s]
>78, c[0.000,100], d[0.314,0.086], g[2.738]
Training on Epoch 17 =>: 37%|████████████████████▊ | 79/213 [00:37<00:51, 2.60it/s]
>79, c[0.000,100], d[0.087,0.425], g[2.446]
Training on Epoch 17 =>: 38%|█████████████████████ | 80/213 [00:37<00:49, 2.67it/s]
>80, c[0.000,100], d[0.796,0.272], g[2.207]
Training on Epoch 17 =>: 38%|█████████████████████▎ | 81/213 [00:38<00:48, 2.70it/s]
>81, c[0.000,100], d[0.050,0.693], g[2.789]
Training on Epoch 17 =>: 38%|█████████████████████▌ | 82/213 [00:38<00:50, 2.61it/s]
>82, c[0.000,100], d[0.566,0.121], g[3.673]
Training on Epoch 17 =>: 39%|█████████████████████▊ | 83/213 [00:39<01:01, 2.11it/s]
>83, c[0.000,100], d[1.068,0.136], g[2.460]
Training on Epoch 17 =>: 39%|██████████████████████ | 84/213 [00:40<01:14, 1.74it/s]
>84, c[0.000,100], d[0.016,1.263], g[3.601]
Training on Epoch 17 =>: 40%|██████████████████████▎ | 85/213 [00:40<01:17, 1.66it/s]
>85, c[0.002,100], d[0.048,0.075], g[3.705]
Training on Epoch 17 =>: 40%|██████████████████████▌ | 86/213 [00:41<01:19, 1.59it/s]
>86, c[0.000,100], d[0.354,0.192], g[1.948]
Training on Epoch 17 =>: 41%|██████████████████████▊ | 87/213 [00:42<01:20, 1.57it/s]
>87, c[0.000,100], d[0.602,0.235], g[2.509]
Training on Epoch 17 =>: 41%|███████████████████████▏ | 88/213 [00:42<01:10, 1.77it/s]
>88, c[0.000,100], d[0.015,0.104], g[2.200]
Training on Epoch 17 =>: 42%|███████████████████████▍ | 89/213 [00:42<01:02, 1.99it/s]
>89, c[0.000,100], d[0.210,0.239], g[2.079]
Training on Epoch 17 =>: 42%|███████████████████████▋ | 90/213 [00:43<00:57, 2.14it/s]
>90, c[0.000,100], d[0.353,0.332], g[3.365]
Training on Epoch 17 =>: 43%|███████████████████████▉ | 91/213 [00:43<00:52, 2.31it/s]
>91, c[0.001,100], d[0.070,0.070], g[3.032]
Training on Epoch 17 =>: 43%|████████████████████████▏ | 92/213 [00:44<00:50, 2.39it/s]
>92, c[0.000,100], d[0.062,0.875], g[2.346]
Training on Epoch 17 =>: 44%|████████████████████████▍ | 93/213 [00:44<00:49, 2.43it/s]
>93, c[0.000,100], d[0.038,0.094], g[3.459]
Training on Epoch 17 =>: 44%|████████████████████████▋ | 94/213 [00:44<00:49, 2.38it/s]
>94, c[0.000,100], d[0.209,0.126], g[3.824]
Training on Epoch 17 =>: 45%|████████████████████████▉ | 95/213 [00:45<00:47, 2.47it/s]
>95, c[0.000,100], d[0.353,0.131], g[3.119]
Training on Epoch 17 =>: 45%|█████████████████████████▏ | 96/213 [00:45<00:45, 2.57it/s]
>96, c[0.000,100], d[0.062,0.262], g[2.852]
Training on Epoch 17 =>: 46%|█████████████████████████▌ | 97/213 [00:45<00:44, 2.63it/s]
>97, c[0.000,100], d[0.010,0.040], g[4.096]
Training on Epoch 17 =>: 46%|█████████████████████████▊ | 98/213 [00:46<00:43, 2.67it/s]
>98, c[0.001,100], d[0.529,0.107], g[2.269]
Training on Epoch 17 =>: 46%|██████████████████████████ | 99/213 [00:46<00:41, 2.74it/s]
>99, c[0.003,100], d[0.243,0.107], g[2.748]
Training on Epoch 17 =>: 47%|█████████████████████████▊ | 100/213 [00:47<00:41, 2.74it/s]
>100, c[0.000,100], d[0.662,0.100], g[2.716]
Training on Epoch 17 =>: 47%|██████████████████████████ | 101/213 [00:47<00:42, 2.61it/s]
>101, c[0.000,100], d[0.012,0.092], g[1.089]
Training on Epoch 17 =>: 48%|██████████████████████████▎ | 102/213 [00:47<00:43, 2.53it/s]
>102, c[0.000,100], d[0.004,0.747], g[2.289]
Training on Epoch 17 =>: 48%|██████████████████████████▌ | 103/213 [00:48<00:42, 2.62it/s]
>103, c[0.000,100], d[0.167,0.863], g[2.397]
Training on Epoch 17 =>: 49%|██████████████████████████▊ | 104/213 [00:48<00:40, 2.67it/s]
>104, c[0.000,100], d[0.602,0.064], g[3.743]
Training on Epoch 17 =>: 49%|███████████████████████████ | 105/213 [00:48<00:39, 2.73it/s]
>105, c[0.000,100], d[0.329,0.461], g[3.041]
Training on Epoch 17 =>: 50%|███████████████████████████▎ | 106/213 [00:49<00:38, 2.76it/s]
>106, c[0.000,100], d[0.407,0.149], g[3.343]
Training on Epoch 17 =>: 50%|███████████████████████████▋ | 107/213 [00:49<00:38, 2.77it/s]
>107, c[0.001,100], d[0.240,0.113], g[2.646]
Training on Epoch 17 =>: 51%|███████████████████████████▉ | 108/213 [00:50<00:38, 2.75it/s]
>108, c[0.000,100], d[0.209,0.113], g[2.116]
Training on Epoch 17 =>: 51%|████████████████████████████▏ | 109/213 [00:50<00:39, 2.63it/s]
>109, c[0.000,100], d[0.010,0.077], g[3.163]
Training on Epoch 17 =>: 52%|████████████████████████████▍ | 110/213 [00:50<00:39, 2.63it/s]
>110, c[0.000,100], d[0.246,0.225], g[3.021]
Training on Epoch 17 =>: 52%|████████████████████████████▋ | 111/213 [00:51<00:37, 2.68it/s]
>111, c[0.000,100], d[0.031,0.127], g[2.770]
Training on Epoch 17 =>: 53%|████████████████████████████▉ | 112/213 [00:51<00:37, 2.71it/s]
>112, c[0.000,100], d[0.259,0.083], g[3.135]
Training on Epoch 17 =>: 53%|█████████████████████████████▏ | 113/213 [00:51<00:36, 2.73it/s]
>113, c[0.001,100], d[0.036,0.868], g[2.801]
Training on Epoch 17 =>: 54%|█████████████████████████████▍ | 114/213 [00:52<00:36, 2.74it/s]
>114, c[0.000,100], d[0.630,0.182], g[3.183]
Training on Epoch 17 =>: 54%|█████████████████████████████▋ | 115/213 [00:52<00:36, 2.68it/s]
>115, c[0.000,100], d[1.373,0.563], g[2.302]
Training on Epoch 17 =>: 54%|█████████████████████████████▉ | 116/213 [00:53<00:37, 2.62it/s]
>116, c[0.000,100], d[0.181,0.305], g[2.557]
Training on Epoch 17 =>: 55%|██████████████████████████████▏ | 117/213 [00:53<00:38, 2.47it/s]
>117, c[0.000,100], d[0.038,0.083], g[2.989]
Training on Epoch 17 =>: 55%|██████████████████████████████▍ | 118/213 [00:54<00:47, 1.98it/s]
>118, c[0.000,100], d[0.390,0.144], g[2.827]
Training on Epoch 17 =>: 56%|██████████████████████████████▋ | 119/213 [00:54<00:52, 1.80it/s]
>119, c[0.000,100], d[0.185,1.331], g[2.530]
Training on Epoch 17 =>: 56%|██████████████████████████████▉ | 120/213 [00:55<00:54, 1.70it/s]
>120, c[0.001,100], d[0.078,0.138], g[2.333]
Training on Epoch 17 =>: 57%|███████████████████████████████▏ | 121/213 [00:56<00:56, 1.61it/s]
>121, c[0.000,100], d[0.163,0.049], g[2.216]
Training on Epoch 17 =>: 57%|███████████████████████████████▌ | 122/213 [00:56<00:50, 1.82it/s]
>122, c[0.000,100], d[0.066,0.071], g[2.819]
Training on Epoch 17 =>: 58%|███████████████████████████████▊ | 123/213 [00:57<00:44, 2.02it/s]
>123, c[0.000,100], d[0.422,0.297], g[2.151]
Training on Epoch 17 =>: 58%|████████████████████████████████ | 124/213 [00:57<00:39, 2.25it/s]
>124, c[0.000,100], d[0.002,0.371], g[3.353]
Training on Epoch 17 =>: 59%|████████████████████████████████▎ | 125/213 [00:57<00:36, 2.39it/s]
>125, c[0.000,100], d[1.014,0.305], g[2.202]
Training on Epoch 17 =>: 59%|████████████████████████████████▌ | 126/213 [00:58<00:35, 2.42it/s]
>126, c[0.000,100], d[0.055,0.145], g[3.583]
Training on Epoch 17 =>: 60%|████████████████████████████████▊ | 127/213 [00:58<00:35, 2.39it/s]
>127, c[0.000,100], d[0.319,0.144], g[2.544]
Training on Epoch 17 =>: 60%|█████████████████████████████████ | 128/213 [00:59<00:36, 2.32it/s]
>128, c[0.000,100], d[0.062,0.042], g[3.297]
Training on Epoch 17 =>: 61%|█████████████████████████████████▎ | 129/213 [00:59<00:35, 2.35it/s]
>129, c[0.001,100], d[0.003,0.401], g[2.644]
Training on Epoch 17 =>: 61%|█████████████████████████████████▌ | 130/213 [00:59<00:33, 2.45it/s]
>130, c[0.000,100], d[1.000,1.480], g[2.540]
Training on Epoch 17 =>: 62%|█████████████████████████████████▊ | 131/213 [01:00<00:31, 2.58it/s]
>131, c[0.000,100], d[0.543,0.238], g[2.126]
Training on Epoch 17 =>: 62%|██████████████████████████████████ | 132/213 [01:00<00:31, 2.55it/s]
>132, c[0.000,100], d[0.037,0.106], g[2.168]
Training on Epoch 17 =>: 62%|██████████████████████████████████▎ | 133/213 [01:00<00:31, 2.56it/s]
>133, c[0.000,100], d[0.072,0.137], g[1.870]
Training on Epoch 17 =>: 63%|██████████████████████████████████▌ | 134/213 [01:01<00:31, 2.50it/s]
>134, c[0.000,100], d[0.075,0.085], g[2.201]
Training on Epoch 17 =>: 63%|██████████████████████████████████▊ | 135/213 [01:02<00:40, 1.94it/s]
>135, c[0.000,100], d[0.074,0.067], g[2.684]
Training on Epoch 17 =>: 64%|███████████████████████████████████ | 136/213 [01:02<00:38, 2.01it/s]
>136, c[0.004,100], d[0.330,0.133], g[2.924]
Training on Epoch 17 =>: 64%|███████████████████████████████████▍ | 137/213 [01:02<00:34, 2.18it/s]
>137, c[0.000,100], d[0.455,0.298], g[2.117]
Training on Epoch 17 =>: 65%|███████████████████████████████████▋ | 138/213 [01:03<00:32, 2.34it/s]
>138, c[0.000,100], d[0.465,0.147], g[2.638]
Training on Epoch 17 =>: 65%|███████████████████████████████████▉ | 139/213 [01:03<00:30, 2.44it/s]
>139, c[0.001,100], d[0.066,0.995], g[2.735]
Training on Epoch 17 =>: 66%|████████████████████████████████████▏ | 140/213 [01:04<00:29, 2.49it/s]
>140, c[0.001,100], d[0.167,0.075], g[2.843]
Training on Epoch 17 =>: 66%|████████████████████████████████████▍ | 141/213 [01:04<00:28, 2.52it/s]
>141, c[0.000,100], d[0.168,0.083], g[2.500]
Training on Epoch 17 =>: 67%|████████████████████████████████████▋ | 142/213 [01:04<00:28, 2.49it/s]
>142, c[0.000,100], d[0.198,0.102], g[1.758]
Training on Epoch 17 =>: 67%|████████████████████████████████████▉ | 143/213 [01:05<00:29, 2.34it/s]
>143, c[0.000,100], d[0.057,0.038], g[1.752]
Training on Epoch 17 =>: 68%|█████████████████████████████████████▏ | 144/213 [01:05<00:29, 2.36it/s]
>144, c[0.000,100], d[0.356,0.238], g[2.099]
Training on Epoch 17 =>: 68%|█████████████████████████████████████▍ | 145/213 [01:06<00:27, 2.47it/s]
>145, c[0.000,100], d[0.255,0.200], g[2.041]
Training on Epoch 17 =>: 69%|█████████████████████████████████████▋ | 146/213 [01:06<00:26, 2.55it/s]
>146, c[0.000,100], d[0.046,0.154], g[3.024]
Training on Epoch 17 =>: 69%|█████████████████████████████████████▉ | 147/213 [01:06<00:25, 2.59it/s]
>147, c[0.000,100], d[0.014,0.337], g[4.292]
Training on Epoch 17 =>: 69%|██████████████████████████████████████▏ | 148/213 [01:07<00:24, 2.63it/s]
>148, c[0.000,100], d[0.009,0.150], g[3.049]
Training on Epoch 17 =>: 70%|██████████████████████████████████████▍ | 149/213 [01:07<00:25, 2.49it/s]
>149, c[0.000,100], d[0.651,0.054], g[4.317]
Training on Epoch 17 =>: 70%|██████████████████████████████████████▋ | 150/213 [01:08<00:26, 2.39it/s]
>150, c[0.000,100], d[0.670,0.072], g[2.880]
Training on Epoch 17 =>: 71%|██████████████████████████████████████▉ | 151/213 [01:08<00:25, 2.44it/s]
>151, c[0.000,100], d[0.006,0.195], g[2.952]
Training on Epoch 17 =>: 71%|███████████████████████████████████████▏ | 152/213 [01:08<00:24, 2.51it/s]
>152, c[0.000,100], d[0.238,0.588], g[2.338]
Training on Epoch 17 =>: 72%|███████████████████████████████████████▌ | 153/213 [01:09<00:23, 2.55it/s]
>153, c[0.000,100], d[0.051,0.204], g[2.756]
Training on Epoch 17 =>: 72%|███████████████████████████████████████▊ | 154/213 [01:09<00:23, 2.53it/s]
>154, c[0.002,100], d[0.103,0.430], g[3.601]
Training on Epoch 17 =>: 73%|████████████████████████████████████████ | 155/213 [01:10<00:27, 2.10it/s]
>155, c[0.000,100], d[0.514,0.041], g[2.787]
Training on Epoch 17 =>: 73%|████████████████████████████████████████▎ | 156/213 [01:10<00:25, 2.19it/s]
>156, c[0.000,100], d[0.039,0.216], g[2.595]
Training on Epoch 17 =>: 74%|████████████████████████████████████████▌ | 157/213 [01:11<00:24, 2.33it/s]
>157, c[0.000,100], d[0.206,0.064], g[3.955]
Training on Epoch 17 =>: 74%|████████████████████████████████████████▊ | 158/213 [01:11<00:22, 2.42it/s]
>158, c[0.000,100], d[0.637,0.234], g[1.873]
Training on Epoch 17 =>: 75%|█████████████████████████████████████████ | 159/213 [01:11<00:21, 2.50it/s]
>159, c[0.000,100], d[0.016,0.048], g[2.495]
Training on Epoch 17 =>: 75%|█████████████████████████████████████████▎ | 160/213 [01:12<00:21, 2.50it/s]
>160, c[0.000,100], d[0.031,0.449], g[3.750]
Training on Epoch 17 =>: 76%|█████████████████████████████████████████▌ | 161/213 [01:12<00:24, 2.12it/s]
>161, c[0.000,100], d[0.013,0.106], g[5.204]
Training on Epoch 17 =>: 76%|█████████████████████████████████████████▊ | 162/213 [01:13<00:23, 2.15it/s]
>162, c[0.000,100], d[0.149,0.062], g[4.412]
Training on Epoch 17 =>: 77%|██████████████████████████████████████████ | 163/213 [01:13<00:21, 2.29it/s]
>163, c[0.000,100], d[0.260,0.013], g[3.953]
Training on Epoch 17 =>: 77%|██████████████████████████████████████████▎ | 164/213 [01:14<00:20, 2.40it/s]
>164, c[0.000,100], d[0.386,0.060], g[2.703]
Training on Epoch 17 =>: 77%|██████████████████████████████████████████▌ | 165/213 [01:14<00:19, 2.47it/s]
>165, c[0.000,100], d[0.005,0.089], g[2.379]
Training on Epoch 17 =>: 78%|██████████████████████████████████████████▊ | 166/213 [01:14<00:18, 2.54it/s]
>166, c[0.000,100], d[0.800,0.153], g[2.447]
Training on Epoch 17 =>: 78%|███████████████████████████████████████████ | 167/213 [01:15<00:18, 2.54it/s]
>167, c[0.000,100], d[0.260,0.486], g[2.900]
Training on Epoch 17 =>: 79%|███████████████████████████████████████████▍ | 168/213 [01:16<00:23, 1.91it/s]
>168, c[0.000,100], d[0.584,0.229], g[1.400]
Training on Epoch 17 =>: 79%|███████████████████████████████████████████▋ | 169/213 [01:16<00:24, 1.77it/s]
>169, c[0.000,100], d[0.017,0.452], g[2.057]
Training on Epoch 17 =>: 80%|███████████████████████████████████████████▉ | 170/213 [01:17<00:21, 1.99it/s]
>170, c[0.001,100], d[0.023,1.056], g[3.783]
Training on Epoch 17 =>: 80%|████████████████████████████████████████████▏ | 171/213 [01:17<00:19, 2.15it/s]
>171, c[0.000,100], d[1.006,0.809], g[3.280]
Training on Epoch 17 =>: 81%|████████████████████████████████████████████▍ | 172/213 [01:17<00:18, 2.27it/s]
>172, c[0.000,100], d[0.012,0.076], g[3.502]
Training on Epoch 17 =>: 81%|████████████████████████████████████████████▋ | 173/213 [01:18<00:16, 2.37it/s]
>173, c[0.000,100], d[0.380,0.112], g[3.083]
Training on Epoch 17 =>: 82%|████████████████████████████████████████████▉ | 174/213 [01:18<00:16, 2.41it/s]
>174, c[0.000,100], d[0.383,0.225], g[1.895]
Training on Epoch 17 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [01:19<00:16, 2.34it/s]
>175, c[0.000,100], d[0.061,0.067], g[3.816]
Training on Epoch 17 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [01:19<00:18, 1.99it/s]
>176, c[0.001,100], d[0.018,0.052], g[2.776]
Training on Epoch 17 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [01:20<00:17, 2.07it/s]
>177, c[0.000,100], d[0.057,0.132], g[2.789]
Training on Epoch 17 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [01:20<00:15, 2.22it/s]
>178, c[0.000,100], d[0.277,0.469], g[2.809]
Training on Epoch 17 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [01:20<00:14, 2.35it/s]
>179, c[0.002,100], d[0.329,0.046], g[2.816]
Training on Epoch 17 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [01:21<00:13, 2.43it/s]
>180, c[0.000,100], d[0.194,0.103], g[3.816]
Training on Epoch 17 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [01:21<00:13, 2.41it/s]
>181, c[0.000,100], d[0.182,0.109], g[2.515]
Training on Epoch 17 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:22<00:13, 2.37it/s]
>182, c[0.000,100], d[0.003,0.098], g[2.954]
Training on Epoch 17 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:22<00:15, 1.92it/s]
>183, c[0.000,100], d[0.103,0.109], g[1.822]
Training on Epoch 17 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:23<00:14, 2.04it/s]
>184, c[0.000,100], d[0.330,0.070], g[2.019]
Training on Epoch 17 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:23<00:12, 2.20it/s]
>185, c[0.000,100], d[0.074,0.819], g[3.532]
Training on Epoch 17 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:24<00:11, 2.35it/s]
>186, c[0.001,100], d[0.044,0.031], g[4.415]
Training on Epoch 17 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:24<00:10, 2.46it/s]
>187, c[0.000,100], d[0.249,0.046], g[3.495]
Training on Epoch 17 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:24<00:10, 2.50it/s]
>188, c[0.000,100], d[0.543,0.073], g[3.774]
Training on Epoch 17 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:25<00:09, 2.42it/s]
>189, c[0.003,100], d[0.021,0.184], g[3.911]
Training on Epoch 17 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:25<00:11, 2.01it/s]
>190, c[0.001,100], d[0.100,0.057], g[3.119]
Training on Epoch 17 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:26<00:10, 2.08it/s]
>191, c[0.004,100], d[0.042,0.294], g[3.338]
Training on Epoch 17 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:26<00:09, 2.22it/s]
>192, c[0.000,100], d[0.889,0.129], g[2.206]
Training on Epoch 17 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:27<00:08, 2.38it/s]
>193, c[0.000,100], d[0.142,0.079], g[3.044]
Training on Epoch 17 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:27<00:07, 2.46it/s]
>194, c[0.000,100], d[0.037,0.203], g[2.138]
Training on Epoch 17 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:27<00:07, 2.50it/s]
>195, c[0.000,100], d[0.089,0.396], g[3.597]
Training on Epoch 17 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:28<00:06, 2.49it/s]
>196, c[0.000,100], d[0.453,0.090], g[2.717]
Training on Epoch 17 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:28<00:07, 2.06it/s]
>197, c[0.000,100], d[0.335,0.335], g[5.618]
Training on Epoch 17 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:29<00:07, 2.11it/s]
>198, c[0.000,100], d[0.239,0.559], g[4.007]
Training on Epoch 17 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:29<00:06, 2.26it/s]
>199, c[0.000,100], d[0.216,0.140], g[3.637]
Training on Epoch 17 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:30<00:05, 2.38it/s]
>200, c[0.001,100], d[0.125,0.191], g[3.509]
Training on Epoch 17 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:30<00:04, 2.48it/s]
>201, c[0.000,100], d[0.058,0.052], g[2.799]
Training on Epoch 17 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:30<00:04, 2.51it/s]
>202, c[0.001,100], d[0.257,0.066], g[3.868]
Training on Epoch 17 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:31<00:04, 2.48it/s]
>203, c[0.000,100], d[0.024,0.418], g[3.534]
Training on Epoch 17 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:31<00:03, 2.44it/s]
>204, c[0.000,100], d[0.252,0.095], g[3.284]
Training on Epoch 17 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:32<00:04, 1.91it/s]
>205, c[0.000,100], d[0.254,0.652], g[4.104]
Training on Epoch 17 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:33<00:03, 1.98it/s]
>206, c[0.000,100], d[0.364,0.035], g[3.069]
Training on Epoch 17 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:33<00:02, 2.15it/s]
>207, c[0.000,100], d[0.123,1.478], g[2.734]
Training on Epoch 17 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:33<00:02, 2.29it/s]
>208, c[0.000,100], d[0.942,0.097], g[2.887]
Training on Epoch 17 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:34<00:01, 2.40it/s]
>209, c[0.000,100], d[0.129,0.146], g[1.961]
Training on Epoch 17 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:34<00:01, 2.45it/s]
>210, c[0.000,100], d[0.420,0.157], g[2.066]
Training on Epoch 17 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:34<00:00, 2.45it/s]
>211, c[0.000,100], d[0.015,0.109], g[2.570]
Training on Epoch 17 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:35<00:00, 2.13it/s]
>212, c[0.000,100], d[0.379,0.263], g[2.254]
Training on Epoch 17 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:35<00:00, 2.22it/s]
>213, c[0.000,100], d[0.423,0.381], g[2.892]
EPOCHS =>: 34%|████████████████████████▏ | 17/50 [23:07<50:32, 91.88s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 18 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 18 =>: 0%|▎ | 1/213 [00:00<01:21, 2.59it/s]
>1, c[0.000,100], d[0.566,0.552], g[2.710]
Training on Epoch 18 =>: 1%|▌ | 2/213 [00:01<01:57, 1.80it/s]
>2, c[0.011,100], d[0.172,0.077], g[3.546]
Training on Epoch 18 =>: 1%|▊ | 3/213 [00:01<01:38, 2.13it/s]
>3, c[0.000,100], d[0.021,0.084], g[3.389]
Training on Epoch 18 =>: 2%|█ | 4/213 [00:01<01:32, 2.26it/s]
>4, c[0.001,100], d[0.061,0.091], g[3.138]
Training on Epoch 18 =>: 2%|█▎ | 5/213 [00:02<01:26, 2.40it/s]
>5, c[0.001,100], d[0.126,0.037], g[2.816]
Training on Epoch 18 =>: 3%|█▌ | 6/213 [00:02<01:24, 2.44it/s]
>6, c[0.006,100], d[0.678,0.133], g[3.041]
Training on Epoch 18 =>: 3%|█▊ | 7/213 [00:03<01:25, 2.42it/s]
>7, c[0.000,100], d[0.021,0.106], g[2.440]
Training on Epoch 18 =>: 4%|██▏ | 8/213 [00:03<01:22, 2.48it/s]
>8, c[0.004,100], d[0.109,0.157], g[2.635]
Training on Epoch 18 =>: 4%|██▍ | 9/213 [00:03<01:20, 2.55it/s]
>9, c[0.000,100], d[0.107,0.122], g[2.865]
Training on Epoch 18 =>: 5%|██▋ | 10/213 [00:04<01:17, 2.61it/s]
>10, c[0.000,100], d[0.093,0.119], g[3.069]
Training on Epoch 18 =>: 5%|██▉ | 11/213 [00:04<01:16, 2.66it/s]
>11, c[0.000,100], d[0.606,0.450], g[1.297]
Training on Epoch 18 =>: 6%|███▏ | 12/213 [00:04<01:15, 2.66it/s]
>12, c[0.000,100], d[0.043,0.092], g[3.432]
Training on Epoch 18 =>: 6%|███▍ | 13/213 [00:05<01:44, 1.91it/s]
>13, c[0.000,100], d[0.130,1.334], g[3.717]
Training on Epoch 18 =>: 7%|███▋ | 14/213 [00:06<01:33, 2.12it/s]
>14, c[0.001,100], d[0.265,0.491], g[3.221]
Training on Epoch 18 =>: 7%|███▉ | 15/213 [00:06<01:26, 2.28it/s]
>15, c[0.001,100], d[1.830,1.315], g[2.589]
Training on Epoch 18 =>: 8%|████▏ | 16/213 [00:06<01:23, 2.36it/s]
>16, c[0.009,100], d[0.222,0.195], g[3.573]
Training on Epoch 18 =>: 8%|████▍ | 17/213 [00:07<01:48, 1.81it/s]
>17, c[0.000,100], d[0.059,0.671], g[2.545]
Training on Epoch 18 =>: 8%|████▋ | 18/213 [00:08<02:01, 1.60it/s]
>18, c[0.000,100], d[0.212,0.161], g[2.570]
Training on Epoch 18 =>: 9%|████▉ | 19/213 [00:09<02:03, 1.57it/s]
>19, c[0.000,100], d[0.148,0.137], g[2.579]
Training on Epoch 18 =>: 9%|█████▎ | 20/213 [00:09<02:05, 1.53it/s]
>20, c[0.000,100], d[0.086,0.058], g[2.263]
Training on Epoch 18 =>: 10%|█████▌ | 21/213 [00:10<02:24, 1.32it/s]
>21, c[0.000,100], d[0.264,0.107], g[2.523]
Training on Epoch 18 =>: 10%|█████▊ | 22/213 [00:11<02:04, 1.53it/s]
>22, c[0.000,100], d[0.189,0.137], g[2.835]
Training on Epoch 18 =>: 11%|██████ | 23/213 [00:11<01:48, 1.75it/s]
>23, c[0.001,100], d[0.222,0.103], g[2.325]
Training on Epoch 18 =>: 11%|██████▎ | 24/213 [00:12<01:39, 1.90it/s]
>24, c[0.000,100], d[0.086,0.324], g[3.351]
Training on Epoch 18 =>: 12%|██████▌ | 25/213 [00:12<01:29, 2.10it/s]
>25, c[0.000,100], d[0.019,0.112], g[3.322]
Training on Epoch 18 =>: 12%|██████▊ | 26/213 [00:12<01:24, 2.22it/s]
>26, c[0.017,100], d[0.654,0.343], g[2.144]
Training on Epoch 18 =>: 13%|███████ | 27/213 [00:13<01:20, 2.30it/s]
>27, c[0.000,100], d[0.077,0.043], g[2.467]
Training on Epoch 18 =>: 13%|███████▎ | 28/213 [00:13<01:17, 2.38it/s]
>28, c[0.000,100], d[0.143,0.490], g[1.935]
Training on Epoch 18 =>: 14%|███████▌ | 29/213 [00:13<01:15, 2.44it/s]
>29, c[0.000,100], d[0.253,0.037], g[3.382]
Training on Epoch 18 =>: 14%|███████▉ | 30/213 [00:14<01:14, 2.47it/s]
>30, c[0.000,100], d[0.039,0.151], g[3.375]
Training on Epoch 18 =>: 15%|████████▏ | 31/213 [00:14<01:12, 2.52it/s]
>31, c[0.000,100], d[0.103,0.194], g[2.857]
Training on Epoch 18 =>: 15%|████████▍ | 32/213 [00:15<01:10, 2.57it/s]
>32, c[0.000,100], d[0.026,0.115], g[2.852]
Training on Epoch 18 =>: 15%|████████▋ | 33/213 [00:15<01:08, 2.63it/s]
>33, c[0.001,100], d[0.327,0.168], g[2.367]
Training on Epoch 18 =>: 16%|████████▉ | 34/213 [00:15<01:08, 2.63it/s]
>34, c[0.000,100], d[0.276,0.743], g[4.295]
Training on Epoch 18 =>: 16%|█████████▏ | 35/213 [00:16<01:32, 1.93it/s]
>35, c[0.000,100], d[0.042,0.206], g[4.613]
Training on Epoch 18 =>: 17%|█████████▍ | 36/213 [00:17<01:25, 2.07it/s]
>36, c[0.001,100], d[0.389,0.628], g[3.685]
Training on Epoch 18 =>: 17%|█████████▋ | 37/213 [00:17<01:36, 1.82it/s]
>37, c[0.001,100], d[0.293,0.050], g[2.150]
Training on Epoch 18 =>: 18%|█████████▉ | 38/213 [00:18<01:47, 1.62it/s]
>38, c[0.000,100], d[0.222,0.120], g[1.994]
Training on Epoch 18 =>: 18%|██████████▎ | 39/213 [00:19<01:49, 1.59it/s]
>39, c[0.000,100], d[0.033,0.135], g[2.820]
Training on Epoch 18 =>: 19%|██████████▌ | 40/213 [00:19<01:36, 1.79it/s]
>40, c[0.000,100], d[0.231,0.326], g[2.518]
Training on Epoch 18 =>: 19%|██████████▊ | 41/213 [00:19<01:26, 1.98it/s]
>41, c[0.000,100], d[0.994,0.242], g[2.217]
Training on Epoch 18 =>: 20%|███████████ | 42/213 [00:20<01:19, 2.15it/s]
>42, c[0.000,100], d[0.018,1.045], g[2.836]
Training on Epoch 18 =>: 20%|███████████▎ | 43/213 [00:20<01:13, 2.32it/s]
>43, c[0.000,100], d[0.107,0.072], g[2.230]
Training on Epoch 18 =>: 21%|███████████▌ | 44/213 [00:21<01:11, 2.37it/s]
>44, c[0.000,100], d[0.113,0.337], g[2.124]
Training on Epoch 18 =>: 21%|███████████▊ | 45/213 [00:21<01:11, 2.36it/s]
>45, c[0.000,100], d[0.146,0.111], g[2.809]
Training on Epoch 18 =>: 22%|████████████ | 46/213 [00:22<01:26, 1.94it/s]
>46, c[0.000,100], d[0.026,0.037], g[3.574]
Training on Epoch 18 =>: 22%|████████████▎ | 47/213 [00:22<01:20, 2.06it/s]
>47, c[0.009,100], d[0.557,0.821], g[2.727]
Training on Epoch 18 =>: 23%|████████████▌ | 48/213 [00:23<01:14, 2.20it/s]
>48, c[0.000,100], d[0.776,0.071], g[2.595]
Training on Epoch 18 =>: 23%|████████████▉ | 49/213 [00:23<01:09, 2.35it/s]
>49, c[0.000,100], d[0.096,0.139], g[2.411]
Training on Epoch 18 =>: 23%|█████████████▏ | 50/213 [00:23<01:07, 2.41it/s]
>50, c[0.001,100], d[0.035,0.148], g[3.159]
Training on Epoch 18 =>: 24%|█████████████▍ | 51/213 [00:24<01:06, 2.45it/s]
>51, c[0.000,100], d[0.696,0.053], g[3.057]
Training on Epoch 18 =>: 24%|█████████████▋ | 52/213 [00:24<01:08, 2.35it/s]
>52, c[0.000,100], d[0.019,0.069], g[2.660]
Training on Epoch 18 =>: 25%|█████████████▉ | 53/213 [00:25<01:09, 2.32it/s]
>53, c[0.007,100], d[0.442,1.143], g[0.976]
Training on Epoch 18 =>: 25%|██████████████▏ | 54/213 [00:25<01:05, 2.42it/s]
>54, c[0.000,100], d[0.610,0.431], g[2.244]
Training on Epoch 18 =>: 26%|██████████████▍ | 55/213 [00:25<01:03, 2.49it/s]
>55, c[0.000,100], d[0.078,0.333], g[2.473]
Training on Epoch 18 =>: 26%|██████████████▋ | 56/213 [00:26<01:02, 2.51it/s]
>56, c[0.000,100], d[0.040,0.204], g[2.382]
Training on Epoch 18 =>: 27%|██████████████▉ | 57/213 [00:26<01:02, 2.49it/s]
>57, c[0.000,100], d[0.111,0.061], g[3.508]
Training on Epoch 18 =>: 27%|███████████████▏ | 58/213 [00:27<01:14, 2.09it/s]
>58, c[0.002,100], d[0.047,0.176], g[3.374]
Training on Epoch 18 =>: 28%|███████████████▌ | 59/213 [00:28<01:27, 1.76it/s]
>59, c[0.000,100], d[0.130,0.405], g[3.057]
Training on Epoch 18 =>: 28%|███████████████▊ | 60/213 [00:28<01:17, 1.97it/s]
>60, c[0.000,100], d[0.578,0.113], g[3.297]
Training on Epoch 18 =>: 29%|████████████████ | 61/213 [00:28<01:11, 2.13it/s]
>61, c[0.000,100], d[0.459,0.039], g[1.883]
Training on Epoch 18 =>: 29%|████████████████▎ | 62/213 [00:29<01:06, 2.27it/s]
>62, c[0.000,100], d[0.131,0.310], g[2.240]
Training on Epoch 18 =>: 30%|████████████████▌ | 63/213 [00:29<01:01, 2.42it/s]
>63, c[0.001,100], d[0.033,0.043], g[2.987]
Training on Epoch 18 =>: 30%|████████████████▊ | 64/213 [00:29<00:59, 2.49it/s]
>64, c[0.001,100], d[0.064,0.205], g[2.535]
Training on Epoch 18 =>: 31%|█████████████████ | 65/213 [00:30<01:01, 2.42it/s]
>65, c[0.001,100], d[0.103,0.089], g[3.540]
Training on Epoch 18 =>: 31%|█████████████████▎ | 66/213 [00:31<01:17, 1.91it/s]
>66, c[0.000,100], d[0.049,0.218], g[2.583]
Training on Epoch 18 =>: 31%|█████████████████▌ | 67/213 [00:31<01:21, 1.80it/s]
>67, c[0.001,100], d[0.671,0.074], g[3.382]
Training on Epoch 18 =>: 32%|█████████████████▉ | 68/213 [00:32<01:13, 1.98it/s]
>68, c[0.000,100], d[0.030,0.058], g[2.004]
Training on Epoch 18 =>: 32%|██████████████████▏ | 69/213 [00:32<01:06, 2.16it/s]
>69, c[0.000,100], d[0.059,0.080], g[2.695]
Training on Epoch 18 =>: 33%|██████████████████▍ | 70/213 [00:32<01:03, 2.26it/s]
>70, c[0.000,100], d[0.858,0.448], g[1.479]
Training on Epoch 18 =>: 33%|██████████████████▋ | 71/213 [00:33<00:59, 2.37it/s]
>71, c[0.000,100], d[0.004,0.385], g[1.812]
Training on Epoch 18 =>: 34%|██████████████████▉ | 72/213 [00:33<00:57, 2.46it/s]
>72, c[0.000,100], d[0.435,0.237], g[2.372]
Training on Epoch 18 =>: 34%|███████████████████▏ | 73/213 [00:34<00:58, 2.38it/s]
>73, c[0.000,100], d[0.228,0.749], g[2.572]
Training on Epoch 18 =>: 35%|███████████████████▍ | 74/213 [00:34<01:09, 2.00it/s]
>74, c[0.000,100], d[0.018,0.197], g[2.666]
Training on Epoch 18 =>: 35%|███████████████████▋ | 75/213 [00:35<01:05, 2.12it/s]
>75, c[0.000,100], d[0.153,0.075], g[2.758]
Training on Epoch 18 =>: 36%|███████████████████▉ | 76/213 [00:35<01:00, 2.25it/s]
>76, c[0.000,100], d[0.023,0.032], g[3.628]
Training on Epoch 18 =>: 36%|████████████████████▏ | 77/213 [00:35<00:57, 2.37it/s]
>77, c[0.000,100], d[0.368,0.317], g[2.483]
Training on Epoch 18 =>: 37%|████████████████████▌ | 78/213 [00:36<00:55, 2.41it/s]
>78, c[0.000,100], d[0.142,0.740], g[3.329]
Training on Epoch 18 =>: 37%|████████████████████▊ | 79/213 [00:36<00:56, 2.39it/s]
>79, c[0.001,100], d[0.050,0.205], g[2.967]
Training on Epoch 18 =>: 38%|█████████████████████ | 80/213 [00:37<00:57, 2.32it/s]
>80, c[0.000,100], d[0.541,0.041], g[3.676]
Training on Epoch 18 =>: 38%|█████████████████████▎ | 81/213 [00:37<00:57, 2.31it/s]
>81, c[0.000,100], d[0.075,0.064], g[2.489]
Training on Epoch 18 =>: 38%|█████████████████████▌ | 82/213 [00:38<00:54, 2.42it/s]
>82, c[0.000,100], d[0.778,0.076], g[1.940]
Training on Epoch 18 =>: 39%|█████████████████████▊ | 83/213 [00:38<00:52, 2.50it/s]
>83, c[0.000,100], d[0.310,0.129], g[1.924]
Training on Epoch 18 =>: 39%|██████████████████████ | 84/213 [00:38<00:49, 2.58it/s]
>84, c[0.002,100], d[0.110,0.081], g[2.173]
Training on Epoch 18 =>: 40%|██████████████████████▎ | 85/213 [00:39<00:49, 2.59it/s]
>85, c[0.001,100], d[0.049,0.334], g[2.884]
Training on Epoch 18 =>: 40%|██████████████████████▌ | 86/213 [00:39<00:51, 2.49it/s]
>86, c[0.000,100], d[0.017,0.044], g[2.410]
Training on Epoch 18 =>: 41%|██████████████████████▊ | 87/213 [00:40<00:52, 2.38it/s]
>87, c[0.000,100], d[0.056,0.567], g[3.465]
Training on Epoch 18 =>: 41%|███████████████████████▏ | 88/213 [00:40<00:50, 2.48it/s]
>88, c[0.000,100], d[0.332,0.061], g[1.954]
Training on Epoch 18 =>: 42%|███████████████████████▍ | 89/213 [00:40<00:48, 2.58it/s]
>89, c[0.000,100], d[0.332,0.522], g[3.086]
Training on Epoch 18 =>: 42%|███████████████████████▋ | 90/213 [00:41<00:47, 2.60it/s]
>90, c[0.000,100], d[0.438,0.314], g[2.187]
Training on Epoch 18 =>: 43%|███████████████████████▉ | 91/213 [00:41<00:47, 2.57it/s]
>91, c[0.001,100], d[0.013,0.407], g[3.298]
Training on Epoch 18 =>: 43%|████████████████████████▏ | 92/213 [00:42<00:48, 2.47it/s]
>92, c[0.000,100], d[0.217,0.330], g[4.507]
Training on Epoch 18 =>: 44%|████████████████████████▍ | 93/213 [00:42<00:51, 2.33it/s]
>93, c[0.000,100], d[0.027,0.487], g[4.376]
Training on Epoch 18 =>: 44%|████████████████████████▋ | 94/213 [00:42<00:48, 2.43it/s]
>94, c[0.000,100], d[0.274,0.407], g[4.348]
Training on Epoch 18 =>: 45%|████████████████████████▉ | 95/213 [00:43<00:47, 2.51it/s]
>95, c[0.000,100], d[1.438,0.343], g[3.259]
Training on Epoch 18 =>: 45%|█████████████████████████▏ | 96/213 [00:43<00:44, 2.61it/s]
>96, c[0.001,100], d[0.329,0.069], g[3.889]
Training on Epoch 18 =>: 46%|█████████████████████████▌ | 97/213 [00:43<00:43, 2.64it/s]
>97, c[0.000,100], d[0.284,0.139], g[2.194]
Training on Epoch 18 =>: 46%|█████████████████████████▊ | 98/213 [00:44<00:42, 2.69it/s]
>98, c[0.000,100], d[0.037,0.425], g[3.908]
Training on Epoch 18 =>: 46%|██████████████████████████ | 99/213 [00:44<00:43, 2.64it/s]
>99, c[0.001,100], d[0.705,0.057], g[3.136]
Training on Epoch 18 =>: 47%|█████████████████████████▊ | 100/213 [00:45<00:44, 2.51it/s]
>100, c[0.000,100], d[0.054,0.051], g[2.765]
Training on Epoch 18 =>: 47%|██████████████████████████ | 101/213 [00:45<00:45, 2.49it/s]
>101, c[0.001,100], d[0.058,0.096], g[2.548]
Training on Epoch 18 =>: 48%|██████████████████████████▎ | 102/213 [00:45<00:43, 2.57it/s]
>102, c[0.000,100], d[0.087,0.086], g[2.999]
Training on Epoch 18 =>: 48%|██████████████████████████▌ | 103/213 [00:46<00:41, 2.66it/s]
>103, c[0.000,100], d[0.213,0.222], g[2.730]
Training on Epoch 18 =>: 49%|██████████████████████████▊ | 104/213 [00:46<00:40, 2.68it/s]
>104, c[0.000,100], d[0.048,0.120], g[2.829]
Training on Epoch 18 =>: 49%|███████████████████████████ | 105/213 [00:47<00:40, 2.67it/s]
>105, c[0.000,100], d[0.081,0.133], g[3.421]
Training on Epoch 18 =>: 50%|███████████████████████████▎ | 106/213 [00:47<00:42, 2.52it/s]
>106, c[0.001,100], d[0.008,0.046], g[3.569]
Training on Epoch 18 =>: 50%|███████████████████████████▋ | 107/213 [00:47<00:43, 2.43it/s]
>107, c[0.000,100], d[0.623,0.145], g[2.465]
Training on Epoch 18 =>: 51%|███████████████████████████▉ | 108/213 [00:48<00:43, 2.39it/s]
>108, c[0.000,100], d[0.731,0.233], g[1.812]
Training on Epoch 18 =>: 51%|████████████████████████████▏ | 109/213 [00:48<00:42, 2.46it/s]
>109, c[0.000,100], d[0.600,0.488], g[2.234]
Training on Epoch 18 =>: 52%|████████████████████████████▍ | 110/213 [00:49<00:40, 2.54it/s]
>110, c[0.000,100], d[0.053,0.387], g[3.212]
Training on Epoch 18 =>: 52%|████████████████████████████▋ | 111/213 [00:49<00:38, 2.62it/s]
>111, c[0.000,100], d[0.095,0.100], g[2.681]
Training on Epoch 18 =>: 53%|████████████████████████████▉ | 112/213 [00:49<00:38, 2.62it/s]
>112, c[0.000,100], d[0.369,0.446], g[2.896]
Training on Epoch 18 =>: 53%|█████████████████████████████▏ | 113/213 [00:50<00:38, 2.58it/s]
>113, c[0.000,100], d[0.489,0.240], g[2.923]
Training on Epoch 18 =>: 54%|█████████████████████████████▍ | 114/213 [00:50<00:40, 2.47it/s]
>114, c[0.000,100], d[0.046,0.297], g[3.421]
Training on Epoch 18 =>: 54%|█████████████████████████████▋ | 115/213 [00:51<00:38, 2.52it/s]
>115, c[0.000,100], d[0.379,1.936], g[2.500]
Training on Epoch 18 =>: 54%|█████████████████████████████▉ | 116/213 [00:51<00:36, 2.62it/s]
>116, c[0.000,100], d[1.153,0.126], g[3.289]
Training on Epoch 18 =>: 55%|██████████████████████████████▏ | 117/213 [00:51<00:36, 2.66it/s]
>117, c[0.000,100], d[0.169,0.296], g[2.044]
Training on Epoch 18 =>: 55%|██████████████████████████████▍ | 118/213 [00:52<00:35, 2.69it/s]
>118, c[0.000,100], d[0.032,0.206], g[2.309]
Training on Epoch 18 =>: 56%|██████████████████████████████▋ | 119/213 [00:52<00:34, 2.74it/s]
>119, c[0.000,100], d[0.073,0.135], g[2.157]
Training on Epoch 18 =>: 56%|██████████████████████████████▉ | 120/213 [00:52<00:34, 2.69it/s]
>120, c[0.002,100], d[0.060,0.083], g[2.473]
Training on Epoch 18 =>: 57%|███████████████████████████████▏ | 121/213 [00:53<00:36, 2.54it/s]
>121, c[0.000,100], d[0.499,0.190], g[3.621]
Training on Epoch 18 =>: 57%|███████████████████████████████▌ | 122/213 [00:53<00:37, 2.44it/s]
>122, c[0.000,100], d[0.018,0.100], g[2.738]
Training on Epoch 18 =>: 58%|███████████████████████████████▊ | 123/213 [00:54<00:36, 2.49it/s]
>123, c[0.001,100], d[0.126,0.077], g[2.690]
Training on Epoch 18 =>: 58%|████████████████████████████████ | 124/213 [00:54<00:34, 2.56it/s]
>124, c[0.001,100], d[0.048,0.507], g[3.111]
Training on Epoch 18 =>: 59%|████████████████████████████████▎ | 125/213 [00:54<00:33, 2.64it/s]
>125, c[0.005,100], d[0.196,0.075], g[2.677]
Training on Epoch 18 =>: 59%|████████████████████████████████▌ | 126/213 [00:55<00:31, 2.78it/s]
>126, c[0.000,100], d[0.717,0.155], g[2.733]
Training on Epoch 18 =>: 60%|████████████████████████████████▊ | 127/213 [00:55<00:29, 2.91it/s]
>127, c[0.000,100], d[0.394,0.466], g[2.304]
Training on Epoch 18 =>: 60%|█████████████████████████████████ | 128/213 [00:55<00:28, 2.97it/s]
>128, c[0.002,100], d[0.028,0.158], g[1.988]
Training on Epoch 18 =>: 61%|█████████████████████████████████▎ | 129/213 [00:56<00:27, 3.03it/s]
>129, c[0.001,100], d[0.009,0.088], g[2.266]
Training on Epoch 18 =>: 61%|█████████████████████████████████▌ | 130/213 [00:56<00:26, 3.12it/s]
>130, c[0.000,100], d[0.125,0.082], g[2.488]
Training on Epoch 18 =>: 62%|█████████████████████████████████▊ | 131/213 [00:56<00:25, 3.18it/s]
>131, c[0.000,100], d[0.158,0.090], g[1.310]
Training on Epoch 18 =>: 62%|██████████████████████████████████ | 132/213 [00:57<00:25, 3.23it/s]
>132, c[0.000,100], d[0.654,0.320], g[1.490]
Training on Epoch 18 =>: 62%|██████████████████████████████████▎ | 133/213 [00:57<00:24, 3.27it/s]
>133, c[0.000,100], d[0.006,0.156], g[2.093]
Training on Epoch 18 =>: 63%|██████████████████████████████████▌ | 134/213 [00:57<00:23, 3.29it/s]
>134, c[0.000,100], d[0.126,0.128], g[2.665]
Training on Epoch 18 =>: 63%|██████████████████████████████████▊ | 135/213 [00:57<00:23, 3.32it/s]
>135, c[0.000,100], d[0.248,0.364], g[3.609]
Training on Epoch 18 =>: 64%|███████████████████████████████████ | 136/213 [00:58<00:23, 3.34it/s]
>136, c[0.000,100], d[0.024,0.104], g[3.038]
Training on Epoch 18 =>: 64%|███████████████████████████████████▍ | 137/213 [00:58<00:22, 3.34it/s]
>137, c[0.001,100], d[0.254,0.053], g[3.567]
Training on Epoch 18 =>: 65%|███████████████████████████████████▋ | 138/213 [00:58<00:22, 3.29it/s]
>138, c[0.000,100], d[0.643,0.127], g[2.952]
Training on Epoch 18 =>: 65%|███████████████████████████████████▉ | 139/213 [00:59<00:22, 3.27it/s]
>139, c[0.000,100], d[0.077,0.215], g[2.902]
Training on Epoch 18 =>: 66%|████████████████████████████████████▏ | 140/213 [00:59<00:22, 3.27it/s]
>140, c[0.000,100], d[0.050,0.516], g[3.489]
Training on Epoch 18 =>: 66%|████████████████████████████████████▍ | 141/213 [00:59<00:21, 3.31it/s]
>141, c[0.000,100], d[0.093,0.062], g[5.278]
Training on Epoch 18 =>: 67%|████████████████████████████████████▋ | 142/213 [01:00<00:21, 3.36it/s]
>142, c[0.000,100], d[0.474,0.107], g[3.099]
Training on Epoch 18 =>: 67%|████████████████████████████████████▉ | 143/213 [01:00<00:20, 3.35it/s]
>143, c[0.000,100], d[0.039,0.524], g[3.081]
Training on Epoch 18 =>: 68%|█████████████████████████████████████▏ | 144/213 [01:00<00:21, 3.22it/s]
>144, c[0.000,100], d[1.168,0.079], g[1.841]
Training on Epoch 18 =>: 68%|█████████████████████████████████████▍ | 145/213 [01:00<00:21, 3.12it/s]
>145, c[0.000,100], d[0.012,0.183], g[3.290]
Training on Epoch 18 =>: 69%|█████████████████████████████████████▋ | 146/213 [01:01<00:24, 2.77it/s]
>146, c[0.000,100], d[0.298,0.157], g[2.909]
Training on Epoch 18 =>: 69%|█████████████████████████████████████▉ | 147/213 [01:01<00:22, 2.95it/s]
>147, c[0.000,100], d[0.035,0.773], g[3.161]
Training on Epoch 18 =>: 69%|██████████████████████████████████████▏ | 148/213 [01:02<00:21, 3.09it/s]
>148, c[0.000,100], d[0.136,0.156], g[3.489]
Training on Epoch 18 =>: 70%|██████████████████████████████████████▍ | 149/213 [01:02<00:20, 3.18it/s]
>149, c[0.000,100], d[0.229,0.071], g[2.895]
Training on Epoch 18 =>: 70%|██████████████████████████████████████▋ | 150/213 [01:02<00:19, 3.25it/s]
>150, c[0.000,100], d[0.201,0.172], g[3.012]
Training on Epoch 18 =>: 71%|██████████████████████████████████████▉ | 151/213 [01:02<00:18, 3.32it/s]
>151, c[0.000,100], d[0.177,0.678], g[3.836]
Training on Epoch 18 =>: 71%|███████████████████████████████████████▏ | 152/213 [01:03<00:18, 3.22it/s]
>152, c[0.000,100], d[0.596,0.091], g[3.399]
Training on Epoch 18 =>: 72%|███████████████████████████████████████▌ | 153/213 [01:03<00:19, 3.11it/s]
>153, c[0.000,100], d[0.049,0.128], g[3.193]
Training on Epoch 18 =>: 72%|███████████████████████████████████████▊ | 154/213 [01:03<00:18, 3.17it/s]
>154, c[0.000,100], d[0.168,0.030], g[3.071]
Training on Epoch 18 =>: 73%|████████████████████████████████████████ | 155/213 [01:04<00:17, 3.23it/s]
>155, c[0.000,100], d[0.016,0.389], g[3.269]
Training on Epoch 18 =>: 73%|████████████████████████████████████████▎ | 156/213 [01:04<00:17, 3.25it/s]
>156, c[0.000,100], d[0.744,0.100], g[2.667]
Training on Epoch 18 =>: 74%|████████████████████████████████████████▌ | 157/213 [01:04<00:17, 3.29it/s]
>157, c[0.000,100], d[0.238,0.366], g[1.323]
Training on Epoch 18 =>: 74%|████████████████████████████████████████▊ | 158/213 [01:05<00:16, 3.27it/s]
>158, c[0.001,100], d[0.019,0.474], g[3.610]
Training on Epoch 18 =>: 75%|█████████████████████████████████████████ | 159/213 [01:05<00:20, 2.62it/s]
>159, c[0.000,100], d[0.311,0.300], g[3.157]
Training on Epoch 18 =>: 75%|█████████████████████████████████████████▎ | 160/213 [01:06<00:25, 2.11it/s]
>160, c[0.000,100], d[0.439,0.064], g[3.820]
Training on Epoch 18 =>: 76%|█████████████████████████████████████████▌ | 161/213 [01:06<00:23, 2.22it/s]
>161, c[0.000,100], d[0.115,0.079], g[3.239]
Training on Epoch 18 =>: 76%|█████████████████████████████████████████▊ | 162/213 [01:07<00:21, 2.36it/s]
>162, c[0.000,100], d[0.156,0.200], g[3.157]
Training on Epoch 18 =>: 77%|██████████████████████████████████████████ | 163/213 [01:07<00:20, 2.47it/s]
>163, c[0.000,100], d[0.079,0.188], g[2.176]
Training on Epoch 18 =>: 77%|██████████████████████████████████████████▎ | 164/213 [01:07<00:18, 2.62it/s]
>164, c[0.000,100], d[0.608,0.153], g[2.383]
Training on Epoch 18 =>: 77%|██████████████████████████████████████████▌ | 165/213 [01:08<00:16, 2.84it/s]
>165, c[0.001,100], d[0.017,0.135], g[2.881]
Training on Epoch 18 =>: 78%|██████████████████████████████████████████▊ | 166/213 [01:08<00:15, 2.99it/s]
>166, c[0.000,100], d[0.074,0.416], g[3.506]
Training on Epoch 18 =>: 78%|███████████████████████████████████████████ | 167/213 [01:08<00:14, 3.07it/s]
>167, c[0.000,100], d[0.363,0.267], g[3.889]
Training on Epoch 18 =>: 79%|███████████████████████████████████████████▍ | 168/213 [01:08<00:14, 3.16it/s]
>168, c[0.000,100], d[0.298,0.113], g[2.612]
Training on Epoch 18 =>: 79%|███████████████████████████████████████████▋ | 169/213 [01:09<00:13, 3.18it/s]
>169, c[0.000,100], d[0.025,0.046], g[2.935]
Training on Epoch 18 =>: 80%|███████████████████████████████████████████▉ | 170/213 [01:09<00:13, 3.28it/s]
>170, c[0.000,100], d[0.067,0.037], g[3.432]
Training on Epoch 18 =>: 80%|████████████████████████████████████████████▏ | 171/213 [01:09<00:12, 3.26it/s]
>171, c[0.000,100], d[0.651,0.022], g[2.809]
Training on Epoch 18 =>: 81%|████████████████████████████████████████████▍ | 172/213 [01:10<00:12, 3.32it/s]
>172, c[0.000,100], d[0.054,0.467], g[2.330]
Training on Epoch 18 =>: 81%|████████████████████████████████████████████▋ | 173/213 [01:10<00:11, 3.39it/s]
>173, c[0.000,100], d[0.049,0.140], g[3.068]
Training on Epoch 18 =>: 82%|████████████████████████████████████████████▉ | 174/213 [01:10<00:11, 3.39it/s]
>174, c[0.000,100], d[0.004,0.767], g[2.802]
Training on Epoch 18 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [01:10<00:10, 3.46it/s]
>175, c[0.001,100], d[0.052,0.027], g[4.982]
Training on Epoch 18 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [01:11<00:10, 3.45it/s]
>176, c[0.000,100], d[0.539,0.072], g[3.186]
Training on Epoch 18 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [01:11<00:10, 3.40it/s]
>177, c[0.000,100], d[0.960,0.085], g[2.191]
Training on Epoch 18 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [01:11<00:10, 3.41it/s]
>178, c[0.000,100], d[0.589,0.490], g[1.339]
Training on Epoch 18 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [01:12<00:10, 3.37it/s]
>179, c[0.000,100], d[0.008,0.234], g[2.002]
Training on Epoch 18 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [01:12<00:09, 3.40it/s]
>180, c[0.000,100], d[0.196,0.099], g[2.431]
Training on Epoch 18 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [01:12<00:09, 3.36it/s]
>181, c[0.000,100], d[0.003,0.281], g[3.024]
Training on Epoch 18 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:13<00:09, 3.29it/s]
>182, c[0.000,100], d[0.003,0.203], g[3.289]
Training on Epoch 18 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:13<00:11, 2.58it/s]
>183, c[0.000,100], d[0.924,0.076], g[2.559]
Training on Epoch 18 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:13<00:10, 2.78it/s]
>184, c[0.000,100], d[0.250,0.324], g[2.164]
Training on Epoch 18 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:14<00:09, 2.97it/s]
>185, c[0.000,100], d[0.164,0.537], g[3.969]
Training on Epoch 18 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:14<00:08, 3.09it/s]
>186, c[0.000,100], d[0.018,0.078], g[3.845]
Training on Epoch 18 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:14<00:08, 3.20it/s]
>187, c[0.000,100], d[0.165,0.200], g[4.464]
Training on Epoch 18 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:15<00:07, 3.24it/s]
>188, c[0.000,100], d[0.167,0.045], g[2.606]
Training on Epoch 18 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:15<00:07, 3.16it/s]
>189, c[0.000,100], d[0.015,0.711], g[3.972]
Training on Epoch 18 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:15<00:07, 3.20it/s]
>190, c[0.000,100], d[0.351,0.094], g[3.479]
Training on Epoch 18 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:16<00:06, 3.19it/s]
>191, c[0.000,100], d[0.446,0.325], g[2.151]
Training on Epoch 18 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:16<00:06, 3.26it/s]
>192, c[0.000,100], d[0.033,0.102], g[3.659]
Training on Epoch 18 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:16<00:06, 3.29it/s]
>193, c[0.000,100], d[0.237,0.063], g[4.273]
Training on Epoch 18 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:16<00:05, 3.29it/s]
>194, c[0.000,100], d[0.008,0.087], g[3.613]
Training on Epoch 18 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:17<00:05, 3.31it/s]
>195, c[0.000,100], d[0.055,0.010], g[2.985]
Training on Epoch 18 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:17<00:05, 3.01it/s]
>196, c[0.000,100], d[0.096,0.147], g[3.242]
Training on Epoch 18 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:17<00:05, 3.10it/s]
>197, c[0.000,100], d[0.069,0.239], g[3.951]
Training on Epoch 18 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:18<00:04, 3.17it/s]
>198, c[0.000,100], d[0.350,0.078], g[2.600]
Training on Epoch 18 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:18<00:04, 3.20it/s]
>199, c[0.000,100], d[0.185,0.065], g[3.374]
Training on Epoch 18 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:18<00:04, 3.23it/s]
>200, c[0.000,100], d[0.106,0.039], g[3.473]
Training on Epoch 18 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:19<00:03, 3.25it/s]
>201, c[0.000,100], d[0.457,0.158], g[2.768]
Training on Epoch 18 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:19<00:03, 3.20it/s]
>202, c[0.000,100], d[0.565,0.572], g[2.532]
Training on Epoch 18 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:19<00:03, 3.20it/s]
>203, c[0.000,100], d[0.041,0.117], g[3.207]
Training on Epoch 18 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:20<00:02, 3.27it/s]
>204, c[0.000,100], d[0.046,0.890], g[4.111]
Training on Epoch 18 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:20<00:02, 3.31it/s]
>205, c[0.000,100], d[1.200,0.984], g[1.837]
Training on Epoch 18 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:20<00:02, 3.39it/s]
>206, c[0.000,100], d[0.513,0.069], g[2.803]
Training on Epoch 18 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:20<00:01, 3.43it/s]
>207, c[0.000,100], d[0.054,0.361], g[1.889]
Training on Epoch 18 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:21<00:01, 3.41it/s]
>208, c[0.000,100], d[0.251,0.165], g[2.357]
Training on Epoch 18 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:21<00:01, 3.45it/s]
>209, c[0.001,100], d[0.247,0.294], g[3.275]
Training on Epoch 18 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:21<00:00, 3.44it/s]
>210, c[0.000,100], d[0.625,0.256], g[2.772]
Training on Epoch 18 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:22<00:00, 3.42it/s]
>211, c[0.001,100], d[0.036,0.325], g[1.453]
Training on Epoch 18 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:22<00:00, 3.45it/s]
>212, c[0.000,100], d[0.502,1.690], g[2.530]
Training on Epoch 18 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:22<00:00, 2.57it/s]
>213, c[0.000,100], d[0.390,0.235], g[2.656]
EPOCHS =>: 36%|█████████████████████████▌ | 18/50 [24:32<47:57, 89.91s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 19 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 19 =>: 0%|▎ | 1/213 [00:00<01:02, 3.38it/s]
>1, c[0.000,100], d[0.096,0.376], g[3.636]
Training on Epoch 19 =>: 1%|▌ | 2/213 [00:00<01:02, 3.38it/s]
>2, c[0.000,100], d[0.575,0.110], g[3.097]
Training on Epoch 19 =>: 1%|▊ | 3/213 [00:00<01:00, 3.45it/s]
>3, c[0.000,100], d[0.435,0.075], g[1.763]
Training on Epoch 19 =>: 2%|█ | 4/213 [00:01<01:00, 3.46it/s]
>4, c[0.004,100], d[0.279,0.269], g[1.908]
Training on Epoch 19 =>: 2%|█▎ | 5/213 [00:01<01:00, 3.41it/s]
>5, c[0.001,100], d[0.048,0.274], g[2.691]
Training on Epoch 19 =>: 3%|█▌ | 6/213 [00:01<01:00, 3.42it/s]
>6, c[0.000,100], d[0.260,0.408], g[2.366]
Training on Epoch 19 =>: 3%|█▊ | 7/213 [00:02<01:00, 3.42it/s]
>7, c[0.000,100], d[1.924,0.255], g[2.306]
Training on Epoch 19 =>: 4%|██▏ | 8/213 [00:02<00:59, 3.44it/s]
>8, c[0.000,100], d[0.128,0.174], g[2.351]
Training on Epoch 19 =>: 4%|██▍ | 9/213 [00:02<00:59, 3.45it/s]
>9, c[0.002,100], d[0.219,0.888], g[3.078]
Training on Epoch 19 =>: 5%|██▋ | 10/213 [00:02<00:58, 3.47it/s]
>10, c[0.003,100], d[0.431,0.570], g[3.544]
Training on Epoch 19 =>: 5%|██▉ | 11/213 [00:03<01:00, 3.35it/s]
>11, c[0.000,100], d[0.521,0.182], g[3.015]
Training on Epoch 19 =>: 6%|███▏ | 12/213 [00:03<01:03, 3.18it/s]
>12, c[0.001,100], d[0.209,0.179], g[2.398]
Training on Epoch 19 =>: 6%|███▍ | 13/213 [00:03<01:01, 3.24it/s]
>13, c[0.001,100], d[0.404,0.118], g[2.305]
Training on Epoch 19 =>: 7%|███▋ | 14/213 [00:04<01:00, 3.31it/s]
>14, c[0.000,100], d[0.035,0.305], g[2.318]
Training on Epoch 19 =>: 7%|███▉ | 15/213 [00:04<00:59, 3.34it/s]
>15, c[0.000,100], d[0.333,0.325], g[2.128]
Training on Epoch 19 =>: 8%|████▏ | 16/213 [00:04<00:57, 3.41it/s]
>16, c[0.000,100], d[0.154,0.124], g[2.865]
Training on Epoch 19 =>: 8%|████▍ | 17/213 [00:05<00:57, 3.43it/s]
>17, c[0.000,100], d[0.134,0.131], g[2.831]
Training on Epoch 19 =>: 8%|████▋ | 18/213 [00:05<00:58, 3.31it/s]
>18, c[0.000,100], d[0.399,0.041], g[2.558]
Training on Epoch 19 =>: 9%|████▉ | 19/213 [00:05<01:08, 2.83it/s]
>19, c[0.000,100], d[0.504,0.343], g[2.665]
Training on Epoch 19 =>: 9%|█████▎ | 20/213 [00:06<01:04, 2.99it/s]
>20, c[0.000,100], d[0.053,0.268], g[2.418]
Training on Epoch 19 =>: 10%|█████▌ | 21/213 [00:06<01:02, 3.09it/s]
>21, c[0.001,100], d[0.181,0.074], g[2.000]
Training on Epoch 19 =>: 10%|█████▊ | 22/213 [00:06<01:00, 3.17it/s]
>22, c[0.000,100], d[0.010,0.118], g[2.018]
Training on Epoch 19 =>: 11%|██████ | 23/213 [00:07<00:58, 3.23it/s]
>23, c[0.000,100], d[0.200,0.062], g[2.613]
Training on Epoch 19 =>: 11%|██████▎ | 24/213 [00:07<00:58, 3.25it/s]
>24, c[0.000,100], d[0.014,0.455], g[4.157]
Training on Epoch 19 =>: 12%|██████▌ | 25/213 [00:07<01:07, 2.77it/s]
>25, c[0.000,100], d[0.512,0.046], g[3.141]
Training on Epoch 19 =>: 12%|██████▊ | 26/213 [00:08<01:04, 2.90it/s]
>26, c[0.000,100], d[0.266,0.175], g[2.999]
Training on Epoch 19 =>: 13%|███████ | 27/213 [00:08<01:01, 3.00it/s]
>27, c[0.000,100], d[0.529,0.338], g[2.579]
Training on Epoch 19 =>: 13%|███████▎ | 28/213 [00:08<01:00, 3.08it/s]
>28, c[0.000,100], d[0.057,0.217], g[3.051]
Training on Epoch 19 =>: 14%|███████▌ | 29/213 [00:09<00:58, 3.16it/s]
>29, c[0.000,100], d[0.255,0.145], g[2.770]
Training on Epoch 19 =>: 14%|███████▉ | 30/213 [00:09<00:58, 3.14it/s]
>30, c[0.001,100], d[0.090,0.088], g[2.536]
Training on Epoch 19 =>: 15%|████████▏ | 31/213 [00:09<01:07, 2.72it/s]
>31, c[0.000,100], d[0.102,0.581], g[2.025]
Training on Epoch 19 =>: 15%|████████▍ | 32/213 [00:10<01:04, 2.83it/s]
>32, c[0.000,100], d[0.204,0.076], g[3.327]
Training on Epoch 19 =>: 15%|████████▋ | 33/213 [00:10<01:01, 2.93it/s]
>33, c[0.000,100], d[0.077,0.072], g[3.105]
Training on Epoch 19 =>: 16%|████████▉ | 34/213 [00:10<00:58, 3.07it/s]
>34, c[0.000,100], d[0.352,0.068], g[1.863]
Training on Epoch 19 =>: 16%|█████████▏ | 35/213 [00:11<00:55, 3.20it/s]
>35, c[0.000,100], d[0.052,0.112], g[2.680]
Training on Epoch 19 =>: 17%|█████████▍ | 36/213 [00:11<00:54, 3.27it/s]
>36, c[0.000,100], d[0.199,0.499], g[3.531]
Training on Epoch 19 =>: 17%|█████████▋ | 37/213 [00:11<01:03, 2.78it/s]
>37, c[0.000,100], d[0.158,0.151], g[2.461]
Training on Epoch 19 =>: 18%|█████████▉ | 38/213 [00:12<01:02, 2.79it/s]
>38, c[0.006,100], d[0.129,0.454], g[3.431]
Training on Epoch 19 =>: 18%|██████████▎ | 39/213 [00:12<00:58, 2.98it/s]
>39, c[0.000,100], d[0.176,0.119], g[2.538]
Training on Epoch 19 =>: 19%|██████████▌ | 40/213 [00:12<00:55, 3.10it/s]
>40, c[0.000,100], d[0.094,0.277], g[3.963]
Training on Epoch 19 =>: 19%|██████████▊ | 41/213 [00:13<00:53, 3.20it/s]
>41, c[0.000,100], d[0.116,0.033], g[3.704]
Training on Epoch 19 =>: 20%|███████████ | 42/213 [00:13<00:52, 3.27it/s]
>42, c[0.000,100], d[0.008,0.437], g[4.298]
Training on Epoch 19 =>: 20%|███████████▎ | 43/213 [00:13<00:59, 2.87it/s]
>43, c[0.000,100], d[1.281,0.127], g[3.721]
Training on Epoch 19 =>: 21%|███████████▌ | 44/213 [00:14<01:02, 2.71it/s]
>44, c[0.000,100], d[0.082,0.286], g[2.510]
Training on Epoch 19 =>: 21%|███████████▊ | 45/213 [00:14<00:57, 2.91it/s]
>45, c[0.000,100], d[0.536,0.066], g[2.862]
Training on Epoch 19 =>: 22%|████████████ | 46/213 [00:14<00:56, 2.98it/s]
>46, c[0.000,100], d[0.091,0.077], g[2.587]
Training on Epoch 19 =>: 22%|████████████▎ | 47/213 [00:15<00:53, 3.11it/s]
>47, c[0.000,100], d[0.189,0.529], g[2.719]
Training on Epoch 19 =>: 23%|████████████▌ | 48/213 [00:15<00:51, 3.22it/s]
>48, c[0.000,100], d[0.009,0.163], g[3.536]
Training on Epoch 19 =>: 23%|████████████▉ | 49/213 [00:15<00:57, 2.86it/s]
>49, c[0.000,100], d[1.122,0.135], g[2.456]
Training on Epoch 19 =>: 23%|█████████████▏ | 50/213 [00:16<01:00, 2.67it/s]
>50, c[0.001,100], d[0.309,0.138], g[2.258]
Training on Epoch 19 =>: 24%|█████████████▍ | 51/213 [00:16<00:56, 2.87it/s]
>51, c[0.000,100], d[0.009,0.159], g[2.134]
Training on Epoch 19 =>: 24%|█████████████▋ | 52/213 [00:16<00:54, 2.96it/s]
>52, c[0.000,100], d[0.109,0.051], g[3.066]
Training on Epoch 19 =>: 25%|█████████████▉ | 53/213 [00:17<00:52, 3.03it/s]
>53, c[0.000,100], d[0.119,0.077], g[2.332]
Training on Epoch 19 =>: 25%|██████████████▏ | 54/213 [00:17<00:51, 3.08it/s]
>54, c[0.000,100], d[0.013,0.053], g[2.729]
Training on Epoch 19 =>: 26%|██████████████▍ | 55/213 [00:17<00:59, 2.67it/s]
>55, c[0.000,100], d[0.204,0.089], g[2.299]
Training on Epoch 19 =>: 26%|██████████████▋ | 56/213 [00:18<00:59, 2.63it/s]
>56, c[0.000,100], d[0.028,0.122], g[2.231]
Training on Epoch 19 =>: 27%|██████████████▉ | 57/213 [00:18<00:56, 2.78it/s]
>57, c[0.001,100], d[0.189,0.285], g[2.878]
Training on Epoch 19 =>: 27%|███████████████▏ | 58/213 [00:18<00:52, 2.93it/s]
>58, c[0.003,100], d[0.123,0.465], g[3.821]
Training on Epoch 19 =>: 28%|███████████████▌ | 59/213 [00:19<00:50, 3.07it/s]
>59, c[0.000,100], d[0.266,0.062], g[3.288]
Training on Epoch 19 =>: 28%|███████████████▊ | 60/213 [00:19<00:49, 3.11it/s]
>60, c[0.000,100], d[0.008,0.282], g[3.231]
Training on Epoch 19 =>: 29%|████████████████ | 61/213 [00:20<00:56, 2.68it/s]
>61, c[0.000,100], d[1.040,0.490], g[2.970]
Training on Epoch 19 =>: 29%|████████████████▎ | 62/213 [00:20<00:58, 2.58it/s]
>62, c[0.000,100], d[0.274,0.090], g[2.004]
Training on Epoch 19 =>: 30%|████████████████▌ | 63/213 [00:20<00:53, 2.80it/s]
>63, c[0.000,100], d[0.009,0.129], g[3.319]
Training on Epoch 19 =>: 30%|████████████████▊ | 64/213 [00:21<00:50, 2.93it/s]
>64, c[0.000,100], d[0.072,0.212], g[3.140]
Training on Epoch 19 =>: 31%|█████████████████ | 65/213 [00:21<00:49, 2.97it/s]
>65, c[0.000,100], d[0.318,1.026], g[2.649]
Training on Epoch 19 =>: 31%|█████████████████▎ | 66/213 [00:21<00:48, 3.00it/s]
>66, c[0.000,100], d[0.096,0.026], g[3.616]
Training on Epoch 19 =>: 31%|█████████████████▌ | 67/213 [00:22<00:54, 2.67it/s]
>67, c[0.000,100], d[0.043,0.105], g[4.333]
Training on Epoch 19 =>: 32%|█████████████████▉ | 68/213 [00:22<00:51, 2.81it/s]
>68, c[0.000,100], d[0.088,0.070], g[3.582]
Training on Epoch 19 =>: 32%|██████████████████▏ | 69/213 [00:22<00:48, 2.97it/s]
>69, c[0.000,100], d[0.217,0.052], g[2.164]
Training on Epoch 19 =>: 33%|██████████████████▍ | 70/213 [00:23<00:46, 3.07it/s]
>70, c[0.000,100], d[0.135,0.056], g[3.734]
Training on Epoch 19 =>: 33%|██████████████████▋ | 71/213 [00:23<00:45, 3.12it/s]
>71, c[0.015,100], d[0.453,0.529], g[2.339]
Training on Epoch 19 =>: 34%|██████████████████▉ | 72/213 [00:23<00:51, 2.73it/s]
>72, c[0.000,100], d[0.021,0.063], g[3.313]
Training on Epoch 19 =>: 34%|███████████████████▏ | 73/213 [00:24<01:00, 2.32it/s]
>73, c[0.000,100], d[0.096,0.070], g[3.222]
Training on Epoch 19 =>: 35%|███████████████████▍ | 74/213 [00:24<00:56, 2.45it/s]
>74, c[0.000,100], d[0.476,0.071], g[2.061]
Training on Epoch 19 =>: 35%|███████████████████▋ | 75/213 [00:25<00:53, 2.59it/s]
>75, c[0.000,100], d[0.029,0.227], g[2.763]
Training on Epoch 19 =>: 36%|███████████████████▉ | 76/213 [00:25<00:50, 2.72it/s]
>76, c[0.001,100], d[0.021,0.045], g[3.393]
Training on Epoch 19 =>: 36%|████████████████████▏ | 77/213 [00:25<00:48, 2.83it/s]
>77, c[0.000,100], d[0.039,0.276], g[3.076]
Training on Epoch 19 =>: 37%|████████████████████▌ | 78/213 [00:26<00:46, 2.88it/s]
>78, c[0.000,100], d[0.065,0.222], g[4.142]
Training on Epoch 19 =>: 37%|████████████████████▊ | 79/213 [00:26<00:46, 2.88it/s]
>79, c[0.000,100], d[0.745,0.088], g[2.954]
Training on Epoch 19 =>: 38%|█████████████████████ | 80/213 [00:26<00:44, 2.98it/s]
>80, c[0.000,100], d[0.028,0.059], g[2.486]
Training on Epoch 19 =>: 38%|█████████████████████▎ | 81/213 [00:27<00:42, 3.10it/s]
>81, c[0.000,100], d[0.010,0.197], g[3.832]
Training on Epoch 19 =>: 38%|█████████████████████▌ | 82/213 [00:27<00:41, 3.17it/s]
>82, c[0.000,100], d[0.067,0.041], g[2.769]
Training on Epoch 19 =>: 39%|█████████████████████▊ | 83/213 [00:27<00:40, 3.21it/s]
>83, c[0.000,100], d[0.472,0.047], g[3.115]
Training on Epoch 19 =>: 39%|██████████████████████ | 84/213 [00:27<00:40, 3.22it/s]
>84, c[0.000,100], d[0.406,0.324], g[2.266]
Training on Epoch 19 =>: 40%|██████████████████████▎ | 85/213 [00:28<00:39, 3.20it/s]
>85, c[0.000,100], d[0.003,0.219], g[2.599]
Training on Epoch 19 =>: 40%|██████████████████████▌ | 86/213 [00:28<00:39, 3.19it/s]
>86, c[0.003,100], d[0.440,0.174], g[2.392]
Training on Epoch 19 =>: 41%|██████████████████████▊ | 87/213 [00:28<00:39, 3.19it/s]
>87, c[0.000,100], d[0.053,0.064], g[2.154]
Training on Epoch 19 =>: 41%|███████████████████████▏ | 88/213 [00:29<00:38, 3.23it/s]
>88, c[0.000,100], d[0.237,0.383], g[3.308]
Training on Epoch 19 =>: 42%|███████████████████████▍ | 89/213 [00:29<00:37, 3.30it/s]
>89, c[0.000,100], d[0.054,0.042], g[3.103]
Training on Epoch 19 =>: 42%|███████████████████████▋ | 90/213 [00:29<00:36, 3.35it/s]
>90, c[0.001,100], d[0.097,0.617], g[4.686]
Training on Epoch 19 =>: 43%|███████████████████████▉ | 91/213 [00:30<00:36, 3.37it/s]
>91, c[0.000,100], d[0.483,0.322], g[3.708]
Training on Epoch 19 =>: 43%|████████████████████████▏ | 92/213 [00:30<00:35, 3.40it/s]
>92, c[0.000,100], d[0.311,0.040], g[3.613]
Training on Epoch 19 =>: 44%|████████████████████████▍ | 93/213 [00:30<00:35, 3.41it/s]
>93, c[0.000,100], d[0.063,0.455], g[3.144]
Training on Epoch 19 =>: 44%|████████████████████████▋ | 94/213 [00:30<00:34, 3.45it/s]
>94, c[0.000,100], d[0.306,0.274], g[2.820]
Training on Epoch 19 =>: 45%|████████████████████████▉ | 95/213 [00:31<00:34, 3.44it/s]
>95, c[0.000,100], d[0.086,0.087], g[2.848]
Training on Epoch 19 =>: 45%|█████████████████████████▏ | 96/213 [00:31<00:33, 3.45it/s]
>96, c[0.000,100], d[0.181,0.219], g[3.631]
Training on Epoch 19 =>: 46%|█████████████████████████▌ | 97/213 [00:31<00:33, 3.43it/s]
>97, c[0.000,100], d[0.193,0.231], g[3.819]
Training on Epoch 19 =>: 46%|█████████████████████████▊ | 98/213 [00:32<00:34, 3.35it/s]
>98, c[0.000,100], d[0.424,0.246], g[3.090]
Training on Epoch 19 =>: 46%|██████████████████████████ | 99/213 [00:32<00:36, 3.12it/s]
>99, c[0.000,100], d[0.047,0.082], g[2.614]
Training on Epoch 19 =>: 47%|█████████████████████████▊ | 100/213 [00:32<00:35, 3.21it/s]
>100, c[0.000,100], d[0.081,0.096], g[3.644]
Training on Epoch 19 =>: 47%|██████████████████████████ | 101/213 [00:33<00:34, 3.27it/s]
>101, c[0.000,100], d[0.025,0.029], g[2.423]
Training on Epoch 19 =>: 48%|██████████████████████████▎ | 102/213 [00:33<00:33, 3.32it/s]
>102, c[0.000,100], d[0.145,0.458], g[3.489]
Training on Epoch 19 =>: 48%|██████████████████████████▌ | 103/213 [00:33<00:33, 3.31it/s]
>103, c[0.002,100], d[0.125,0.174], g[3.854]
Training on Epoch 19 =>: 49%|██████████████████████████▊ | 104/213 [00:33<00:32, 3.32it/s]
>104, c[0.000,100], d[0.257,0.034], g[3.194]
Training on Epoch 19 =>: 49%|███████████████████████████ | 105/213 [00:34<00:37, 2.89it/s]
>105, c[0.001,100], d[0.728,0.066], g[2.720]
Training on Epoch 19 =>: 50%|███████████████████████████▎ | 106/213 [00:34<00:35, 3.03it/s]
>106, c[0.000,100], d[0.229,0.112], g[2.885]
Training on Epoch 19 =>: 50%|███████████████████████████▋ | 107/213 [00:35<00:33, 3.14it/s]
>107, c[0.001,100], d[0.004,0.286], g[2.336]
Training on Epoch 19 =>: 51%|███████████████████████████▉ | 108/213 [00:35<00:33, 3.17it/s]
>108, c[0.000,100], d[0.181,0.315], g[2.849]
Training on Epoch 19 =>: 51%|████████████████████████████▏ | 109/213 [00:35<00:32, 3.16it/s]
>109, c[0.000,100], d[0.025,0.106], g[3.109]
Training on Epoch 19 =>: 52%|████████████████████████████▍ | 110/213 [00:35<00:32, 3.19it/s]
>110, c[0.000,100], d[0.021,0.047], g[2.793]
Training on Epoch 19 =>: 52%|████████████████████████████▋ | 111/213 [00:36<00:33, 3.06it/s]
>111, c[0.000,100], d[0.102,0.161], g[4.191]
Training on Epoch 19 =>: 53%|████████████████████████████▉ | 112/213 [00:36<00:33, 3.02it/s]
>112, c[0.000,100], d[0.011,0.078], g[4.112]
Training on Epoch 19 =>: 53%|█████████████████████████████▏ | 113/213 [00:36<00:32, 3.12it/s]
>113, c[0.000,100], d[0.135,0.057], g[2.944]
Training on Epoch 19 =>: 54%|█████████████████████████████▍ | 114/213 [00:37<00:31, 3.12it/s]
>114, c[0.000,100], d[0.260,0.061], g[2.735]
Training on Epoch 19 =>: 54%|█████████████████████████████▋ | 115/213 [00:37<00:32, 3.03it/s]
>115, c[0.000,100], d[0.779,0.063], g[0.513]
Training on Epoch 19 =>: 54%|█████████████████████████████▉ | 116/213 [00:37<00:32, 3.00it/s]
>116, c[0.000,100], d[0.185,0.293], g[2.776]
Training on Epoch 19 =>: 55%|██████████████████████████████▏ | 117/213 [00:38<00:32, 2.95it/s]
>117, c[0.000,100], d[0.011,0.137], g[3.135]
Training on Epoch 19 =>: 55%|██████████████████████████████▍ | 118/213 [00:38<00:32, 2.94it/s]
>118, c[0.000,100], d[0.004,0.023], g[4.075]
Training on Epoch 19 =>: 56%|██████████████████████████████▋ | 119/213 [00:38<00:30, 3.05it/s]
>119, c[0.000,100], d[0.657,1.714], g[5.443]
Training on Epoch 19 =>: 56%|██████████████████████████████▉ | 120/213 [00:39<00:29, 3.15it/s]
>120, c[0.001,100], d[0.126,0.877], g[4.222]
Training on Epoch 19 =>: 57%|███████████████████████████████▏ | 121/213 [00:39<00:28, 3.22it/s]
>121, c[0.000,100], d[0.749,0.024], g[3.179]
Training on Epoch 19 =>: 57%|███████████████████████████████▌ | 122/213 [00:39<00:28, 3.23it/s]
>122, c[0.000,100], d[0.264,0.054], g[2.719]
Training on Epoch 19 =>: 58%|███████████████████████████████▊ | 123/213 [00:40<00:27, 3.30it/s]
>123, c[0.002,100], d[0.523,0.090], g[2.674]
Training on Epoch 19 =>: 58%|████████████████████████████████ | 124/213 [00:40<00:26, 3.35it/s]
>124, c[0.010,100], d[0.103,0.206], g[2.254]
Training on Epoch 19 =>: 59%|████████████████████████████████▎ | 125/213 [00:40<00:25, 3.41it/s]
>125, c[0.000,100], d[0.549,0.378], g[2.292]
Training on Epoch 19 =>: 59%|████████████████████████████████▌ | 126/213 [00:40<00:25, 3.45it/s]
>126, c[0.000,100], d[0.039,0.077], g[2.549]
Training on Epoch 19 =>: 60%|████████████████████████████████▊ | 127/213 [00:41<00:24, 3.48it/s]
>127, c[0.000,100], d[0.154,0.065], g[2.978]
Training on Epoch 19 =>: 60%|█████████████████████████████████ | 128/213 [00:41<00:24, 3.50it/s]
>128, c[0.000,100], d[0.775,0.423], g[2.862]
Training on Epoch 19 =>: 61%|█████████████████████████████████▎ | 129/213 [00:41<00:23, 3.52it/s]
>129, c[0.000,100], d[0.536,0.252], g[2.365]
Training on Epoch 19 =>: 61%|█████████████████████████████████▌ | 130/213 [00:42<00:23, 3.52it/s]
>130, c[0.000,100], d[0.032,0.112], g[2.054]
Training on Epoch 19 =>: 62%|█████████████████████████████████▊ | 131/213 [00:42<00:28, 2.92it/s]
>131, c[0.000,100], d[0.033,0.381], g[2.980]
Training on Epoch 19 =>: 62%|██████████████████████████████████ | 132/213 [00:42<00:26, 3.01it/s]
>132, c[0.000,100], d[0.259,0.427], g[3.307]
Training on Epoch 19 =>: 62%|██████████████████████████████████▎ | 133/213 [00:43<00:25, 3.14it/s]
>133, c[0.000,100], d[0.505,0.061], g[2.862]
Training on Epoch 19 =>: 63%|██████████████████████████████████▌ | 134/213 [00:43<00:24, 3.22it/s]
>134, c[0.000,100], d[0.842,0.173], g[2.615]
Training on Epoch 19 =>: 63%|██████████████████████████████████▊ | 135/213 [00:43<00:23, 3.31it/s]
>135, c[0.000,100], d[0.445,0.150], g[2.181]
Training on Epoch 19 =>: 64%|███████████████████████████████████ | 136/213 [00:44<00:22, 3.37it/s]
>136, c[0.000,100], d[0.029,0.446], g[2.249]
Training on Epoch 19 =>: 64%|███████████████████████████████████▍ | 137/213 [00:44<00:23, 3.23it/s]
>137, c[0.000,100], d[0.409,0.832], g[2.608]
Training on Epoch 19 =>: 65%|███████████████████████████████████▋ | 138/213 [00:44<00:26, 2.80it/s]
>138, c[0.000,100], d[0.021,0.091], g[2.772]
Training on Epoch 19 =>: 65%|███████████████████████████████████▉ | 139/213 [00:45<00:25, 2.94it/s]
>139, c[0.000,100], d[0.137,0.279], g[3.481]
Training on Epoch 19 =>: 66%|████████████████████████████████████▏ | 140/213 [00:45<00:23, 3.07it/s]
>140, c[0.001,100], d[0.430,0.441], g[3.177]
Training on Epoch 19 =>: 66%|████████████████████████████████████▍ | 141/213 [00:45<00:22, 3.21it/s]
>141, c[0.000,100], d[0.039,0.304], g[3.444]
Training on Epoch 19 =>: 67%|████████████████████████████████████▋ | 142/213 [00:45<00:21, 3.31it/s]
>142, c[0.000,100], d[0.343,0.326], g[2.210]
Training on Epoch 19 =>: 67%|████████████████████████████████████▉ | 143/213 [00:46<00:20, 3.35it/s]
>143, c[0.000,100], d[0.721,0.288], g[2.414]
Training on Epoch 19 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:46<00:24, 2.86it/s]
>144, c[0.000,100], d[0.501,0.691], g[2.586]
Training on Epoch 19 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:47<00:23, 2.94it/s]
>145, c[0.001,100], d[0.343,0.115], g[2.309]
Training on Epoch 19 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:47<00:21, 3.09it/s]
>146, c[0.000,100], d[0.683,0.185], g[3.283]
Training on Epoch 19 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:47<00:20, 3.20it/s]
>147, c[0.000,100], d[0.718,0.142], g[1.817]
Training on Epoch 19 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:47<00:19, 3.26it/s]
>148, c[0.000,100], d[0.195,0.417], g[2.151]
Training on Epoch 19 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:48<00:19, 3.30it/s]
>149, c[0.000,100], d[0.022,0.184], g[2.539]
Training on Epoch 19 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:48<00:22, 2.81it/s]
>150, c[0.000,100], d[0.122,0.677], g[2.371]
Training on Epoch 19 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:49<00:22, 2.79it/s]
>151, c[0.000,100], d[0.105,0.069], g[3.086]
Training on Epoch 19 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:49<00:20, 2.96it/s]
>152, c[0.000,100], d[0.048,0.022], g[3.433]
Training on Epoch 19 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:49<00:19, 3.05it/s]
>153, c[0.000,100], d[0.106,0.092], g[3.294]
Training on Epoch 19 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:49<00:18, 3.14it/s]
>154, c[0.001,100], d[0.025,0.139], g[3.181]
Training on Epoch 19 =>: 73%|████████████████████████████████████████ | 155/213 [00:50<00:18, 3.19it/s]
>155, c[0.000,100], d[0.004,0.049], g[3.679]
Training on Epoch 19 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:50<00:17, 3.23it/s]
>156, c[0.000,100], d[0.018,0.029], g[3.610]
Training on Epoch 19 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:50<00:17, 3.24it/s]
>157, c[0.027,100], d[0.098,0.375], g[4.182]
Training on Epoch 19 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:51<00:16, 3.25it/s]
>158, c[0.000,100], d[1.135,0.182], g[2.696]
Training on Epoch 19 =>: 75%|█████████████████████████████████████████ | 159/213 [00:51<00:16, 3.33it/s]
>159, c[0.000,100], d[0.013,0.101], g[2.605]
Training on Epoch 19 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:51<00:15, 3.37it/s]
>160, c[0.000,100], d[0.043,0.032], g[3.240]
Training on Epoch 19 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:52<00:15, 3.42it/s]
>161, c[0.000,100], d[0.100,0.909], g[2.486]
Training on Epoch 19 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:52<00:14, 3.42it/s]
>162, c[0.000,100], d[0.052,0.073], g[3.702]
Training on Epoch 19 =>: 77%|██████████████████████████████████████████ | 163/213 [00:52<00:14, 3.47it/s]
>163, c[0.000,100], d[0.575,0.039], g[3.088]
Training on Epoch 19 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:52<00:14, 3.48it/s]
>164, c[0.000,100], d[0.398,0.156], g[2.844]
Training on Epoch 19 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:53<00:13, 3.50it/s]
>165, c[0.000,100], d[0.084,0.150], g[3.036]
Training on Epoch 19 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:53<00:13, 3.45it/s]
>166, c[0.001,100], d[0.127,0.071], g[3.306]
Training on Epoch 19 =>: 78%|███████████████████████████████████████████ | 167/213 [00:53<00:13, 3.47it/s]
>167, c[0.000,100], d[0.016,0.114], g[3.211]
Training on Epoch 19 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:54<00:12, 3.49it/s]
>168, c[0.000,100], d[0.262,0.033], g[2.415]
Training on Epoch 19 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:54<00:12, 3.47it/s]
>169, c[0.000,100], d[0.058,0.132], g[2.072]
Training on Epoch 19 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:54<00:12, 3.49it/s]
>170, c[0.000,100], d[0.518,0.061], g[3.228]
Training on Epoch 19 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:54<00:11, 3.51it/s]
>171, c[0.000,100], d[0.066,0.289], g[2.494]
Training on Epoch 19 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:55<00:11, 3.50it/s]
>172, c[0.000,100], d[0.022,0.490], g[3.419]
Training on Epoch 19 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:55<00:11, 3.49it/s]
>173, c[0.000,100], d[0.165,0.047], g[3.791]
Training on Epoch 19 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:55<00:11, 3.49it/s]
>174, c[0.000,100], d[0.741,0.385], g[3.420]
Training on Epoch 19 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:56<00:10, 3.49it/s]
>175, c[0.001,100], d[1.050,0.303], g[2.153]
Training on Epoch 19 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:56<00:10, 3.50it/s]
>176, c[0.000,100], d[0.011,0.178], g[3.032]
Training on Epoch 19 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:56<00:10, 3.52it/s]
>177, c[0.000,100], d[0.029,0.054], g[3.378]
Training on Epoch 19 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:56<00:09, 3.51it/s]
>178, c[0.002,100], d[0.101,0.053], g[3.669]
Training on Epoch 19 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:57<00:09, 3.53it/s]
>179, c[0.000,100], d[0.246,0.196], g[2.673]
Training on Epoch 19 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:57<00:09, 3.53it/s]
>180, c[0.000,100], d[0.350,0.173], g[2.371]
Training on Epoch 19 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:57<00:09, 3.51it/s]
>181, c[0.002,100], d[0.051,0.169], g[3.383]
Training on Epoch 19 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:58<00:08, 3.50it/s]
>182, c[0.000,100], d[0.576,0.376], g[2.774]
Training on Epoch 19 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:58<00:08, 3.48it/s]
>183, c[0.000,100], d[0.021,0.148], g[3.253]
Training on Epoch 19 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:58<00:08, 3.37it/s]
>184, c[0.000,100], d[0.095,0.047], g[2.466]
Training on Epoch 19 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:59<00:08, 3.18it/s]
>185, c[0.000,100], d[0.007,0.140], g[2.521]
Training on Epoch 19 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:59<00:08, 3.27it/s]
>186, c[0.070,100], d[0.197,0.674], g[2.758]
Training on Epoch 19 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:59<00:07, 3.33it/s]
>187, c[0.000,100], d[0.148,0.311], g[3.543]
Training on Epoch 19 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:59<00:07, 3.39it/s]
>188, c[0.000,100], d[0.535,0.205], g[3.425]
Training on Epoch 19 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:00<00:07, 3.43it/s]
>189, c[0.000,100], d[0.346,0.177], g[3.328]
Training on Epoch 19 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:00<00:06, 3.44it/s]
>190, c[0.000,100], d[0.175,0.256], g[2.951]
Training on Epoch 19 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:00<00:06, 3.20it/s]
>191, c[0.621,83], d[0.425,0.205], g[2.325]
Training on Epoch 19 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:01<00:06, 3.25it/s]
>192, c[0.000,100], d[0.066,0.600], g[2.625]
Training on Epoch 19 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:01<00:06, 3.27it/s]
>193, c[0.000,100], d[0.073,1.057], g[3.267]
Training on Epoch 19 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:01<00:05, 3.26it/s]
>194, c[0.000,100], d[0.619,0.081], g[2.317]
Training on Epoch 19 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:01<00:05, 3.30it/s]
>195, c[0.000,100], d[0.107,0.095], g[2.737]
Training on Epoch 19 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:02<00:05, 3.34it/s]
>196, c[0.000,100], d[0.524,0.420], g[3.514]
Training on Epoch 19 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:02<00:04, 3.32it/s]
>197, c[0.017,100], d[0.467,0.615], g[2.639]
Training on Epoch 19 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:03<00:05, 2.68it/s]
>198, c[0.000,100], d[0.525,0.539], g[2.390]
Training on Epoch 19 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:03<00:05, 2.78it/s]
>199, c[0.000,100], d[0.188,0.402], g[1.614]
Training on Epoch 19 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:03<00:04, 2.84it/s]
>200, c[0.012,100], d[0.101,0.127], g[2.286]
Training on Epoch 19 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:04<00:04, 2.84it/s]
>201, c[0.001,100], d[0.749,0.307], g[1.692]
Training on Epoch 19 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:04<00:03, 2.82it/s]
>202, c[0.000,100], d[0.001,0.288], g[2.319]
Training on Epoch 19 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:04<00:03, 2.79it/s]
>203, c[0.006,100], d[0.131,0.121], g[2.466]
Training on Epoch 19 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:05<00:03, 2.83it/s]
>204, c[0.363,83], d[0.011,0.818], g[2.751]
Training on Epoch 19 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:05<00:02, 2.97it/s]
>205, c[0.002,100], d[0.049,0.207], g[3.103]
Training on Epoch 19 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:05<00:02, 3.05it/s]
>206, c[0.000,100], d[0.050,0.100], g[3.816]
Training on Epoch 19 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:06<00:01, 3.14it/s]
>207, c[0.000,100], d[0.195,0.049], g[2.105]
Training on Epoch 19 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:06<00:01, 3.22it/s]
>208, c[0.000,100], d[0.071,0.430], g[2.563]
Training on Epoch 19 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:06<00:01, 3.26it/s]
>209, c[0.001,100], d[0.043,0.042], g[2.698]
Training on Epoch 19 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:07<00:00, 3.28it/s]
>210, c[0.000,100], d[0.167,0.042], g[2.760]
Training on Epoch 19 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:07<00:00, 3.25it/s]
>211, c[0.000,100], d[0.118,0.029], g[2.719]
Training on Epoch 19 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:07<00:00, 3.19it/s]
>212, c[0.000,100], d[0.025,0.137], g[3.061]
Training on Epoch 19 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:07<00:00, 3.13it/s]
>213, c[0.001,100], d[0.317,0.070], g[2.719]
EPOCHS =>: 38%|██████████████████████████▉ | 19/50 [25:43<43:23, 83.99s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 20 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 20 =>: 0%|▎ | 1/213 [00:00<02:11, 1.62it/s]
>1, c[0.000,100], d[0.018,0.119], g[3.482]
Training on Epoch 20 =>: 1%|▌ | 2/213 [00:01<01:53, 1.86it/s]
>2, c[0.000,100], d[0.028,0.218], g[3.171]
Training on Epoch 20 =>: 1%|▊ | 3/213 [00:01<01:34, 2.22it/s]
>3, c[0.000,100], d[0.191,0.087], g[2.581]
Training on Epoch 20 =>: 2%|█ | 4/213 [00:01<01:22, 2.55it/s]
>4, c[0.003,100], d[0.032,0.136], g[3.402]
Training on Epoch 20 =>: 2%|█▎ | 5/213 [00:02<01:13, 2.82it/s]
>5, c[0.002,100], d[0.532,0.400], g[3.599]
Training on Epoch 20 =>: 3%|█▌ | 6/213 [00:02<01:09, 2.96it/s]
>6, c[0.000,100], d[0.133,0.098], g[3.356]
Training on Epoch 20 =>: 3%|█▊ | 7/213 [00:02<01:05, 3.14it/s]
>7, c[0.028,100], d[0.053,0.337], g[2.689]
Training on Epoch 20 =>: 4%|██▏ | 8/213 [00:02<01:03, 3.23it/s]
>8, c[0.000,100], d[0.022,0.183], g[3.501]
Training on Epoch 20 =>: 4%|██▍ | 9/213 [00:03<01:01, 3.30it/s]
>9, c[0.000,100], d[0.849,0.064], g[2.850]
Training on Epoch 20 =>: 5%|██▋ | 10/213 [00:03<01:00, 3.38it/s]
>10, c[0.000,100], d[0.119,0.822], g[3.743]
Training on Epoch 20 =>: 5%|██▉ | 11/213 [00:03<00:59, 3.40it/s]
>11, c[0.002,100], d[0.252,0.132], g[2.402]
Training on Epoch 20 =>: 6%|███▏ | 12/213 [00:04<00:58, 3.42it/s]
>12, c[0.000,100], d[0.104,2.207], g[4.139]
Training on Epoch 20 =>: 6%|███▍ | 13/213 [00:04<00:58, 3.39it/s]
>13, c[0.001,100], d[1.089,0.045], g[2.980]
Training on Epoch 20 =>: 7%|███▋ | 14/213 [00:04<00:57, 3.43it/s]
>14, c[0.017,100], d[0.327,0.183], g[3.734]
Training on Epoch 20 =>: 7%|███▉ | 15/213 [00:04<00:57, 3.46it/s]
>15, c[0.000,100], d[0.186,0.600], g[3.228]
Training on Epoch 20 =>: 8%|████▏ | 16/213 [00:05<00:57, 3.45it/s]
>16, c[0.002,100], d[0.021,0.193], g[4.905]
Training on Epoch 20 =>: 8%|████▍ | 17/213 [00:05<00:56, 3.44it/s]
>17, c[0.000,100], d[0.317,0.042], g[3.555]
Training on Epoch 20 =>: 8%|████▋ | 18/213 [00:05<00:56, 3.45it/s]
>18, c[0.002,100], d[0.569,0.097], g[1.894]
Training on Epoch 20 =>: 9%|████▉ | 19/213 [00:06<00:55, 3.49it/s]
>19, c[0.000,100], d[0.098,0.117], g[1.909]
Training on Epoch 20 =>: 9%|█████▎ | 20/213 [00:06<00:55, 3.47it/s]
>20, c[0.006,100], d[0.028,0.531], g[2.622]
Training on Epoch 20 =>: 10%|█████▌ | 21/213 [00:06<00:55, 3.47it/s]
>21, c[0.047,100], d[0.028,0.077], g[3.375]
Training on Epoch 20 =>: 10%|█████▊ | 22/213 [00:07<01:01, 3.11it/s]
>22, c[0.000,100], d[0.169,0.165], g[2.365]
Training on Epoch 20 =>: 11%|██████ | 23/213 [00:07<00:59, 3.21it/s]
>23, c[0.000,100], d[0.478,0.195], g[2.770]
Training on Epoch 20 =>: 11%|██████▎ | 24/213 [00:07<00:57, 3.30it/s]
>24, c[0.000,100], d[0.044,0.054], g[2.925]
Training on Epoch 20 =>: 12%|██████▌ | 25/213 [00:07<00:55, 3.37it/s]
>25, c[0.000,100], d[0.031,0.065], g[2.807]
Training on Epoch 20 =>: 12%|██████▊ | 26/213 [00:08<00:54, 3.41it/s]
>26, c[0.000,100], d[0.116,0.087], g[2.199]
Training on Epoch 20 =>: 13%|███████ | 27/213 [00:08<00:54, 3.42it/s]
>27, c[0.000,100], d[0.051,0.025], g[2.581]
Training on Epoch 20 =>: 13%|███████▎ | 28/213 [00:08<00:53, 3.45it/s]
>28, c[0.000,100], d[0.057,0.096], g[2.499]
Training on Epoch 20 =>: 14%|███████▌ | 29/213 [00:09<01:03, 2.89it/s]
>29, c[0.000,100], d[0.020,0.186], g[4.154]
Training on Epoch 20 =>: 14%|███████▉ | 30/213 [00:09<00:59, 3.08it/s]
>30, c[0.000,100], d[0.012,0.031], g[4.854]
Training on Epoch 20 =>: 15%|████████▏ | 31/213 [00:09<00:57, 3.19it/s]
>31, c[0.000,100], d[1.790,0.183], g[2.086]
Training on Epoch 20 =>: 15%|████████▍ | 32/213 [00:10<00:54, 3.30it/s]
>32, c[0.000,100], d[0.059,0.181], g[2.867]
Training on Epoch 20 =>: 15%|████████▋ | 33/213 [00:10<00:53, 3.35it/s]
>33, c[0.000,100], d[0.404,0.324], g[2.787]
Training on Epoch 20 =>: 16%|████████▉ | 34/213 [00:10<00:52, 3.39it/s]
>34, c[0.000,100], d[0.262,0.564], g[2.036]
Training on Epoch 20 =>: 16%|█████████▏ | 35/213 [00:11<00:57, 3.10it/s]
>35, c[0.000,100], d[0.027,0.229], g[2.608]
Training on Epoch 20 =>: 17%|█████████▍ | 36/213 [00:11<01:02, 2.85it/s]
>36, c[0.000,100], d[0.027,0.155], g[3.143]
Training on Epoch 20 =>: 17%|█████████▋ | 37/213 [00:11<00:58, 3.02it/s]
>37, c[0.000,100], d[0.955,0.030], g[3.169]
Training on Epoch 20 =>: 18%|█████████▉ | 38/213 [00:12<00:55, 3.15it/s]
>38, c[0.000,100], d[0.578,0.678], g[3.905]
Training on Epoch 20 =>: 18%|██████████▎ | 39/213 [00:12<00:53, 3.23it/s]
>39, c[0.000,100], d[0.175,0.064], g[3.178]
Training on Epoch 20 =>: 19%|██████████▌ | 40/213 [00:12<00:52, 3.31it/s]
>40, c[0.000,100], d[0.086,0.058], g[2.289]
Training on Epoch 20 =>: 19%|██████████▊ | 41/213 [00:12<00:51, 3.36it/s]
>41, c[0.000,100], d[0.038,0.046], g[2.384]
Training on Epoch 20 =>: 20%|███████████ | 42/213 [00:13<00:58, 2.90it/s]
>42, c[0.000,100], d[0.332,0.270], g[2.049]
Training on Epoch 20 =>: 20%|███████████▎ | 43/213 [00:13<00:55, 3.05it/s]
>43, c[0.000,100], d[0.018,0.033], g[2.810]
Training on Epoch 20 =>: 21%|███████████▌ | 44/213 [00:13<00:52, 3.19it/s]
>44, c[0.000,100], d[0.319,0.622], g[3.435]
Training on Epoch 20 =>: 21%|███████████▊ | 45/213 [00:14<00:51, 3.28it/s]
>45, c[0.000,100], d[0.121,0.081], g[3.726]
Training on Epoch 20 =>: 22%|████████████ | 46/213 [00:14<00:51, 3.26it/s]
>46, c[0.000,100], d[0.259,0.027], g[2.281]
Training on Epoch 20 =>: 22%|████████████▎ | 47/213 [00:14<00:49, 3.35it/s]
>47, c[0.000,100], d[0.088,0.050], g[2.493]
Training on Epoch 20 =>: 23%|████████████▌ | 48/213 [00:15<00:55, 2.99it/s]
>48, c[0.000,100], d[0.012,0.512], g[2.345]
Training on Epoch 20 =>: 23%|████████████▉ | 49/213 [00:15<00:56, 2.91it/s]
>49, c[0.002,100], d[0.597,0.127], g[2.762]
Training on Epoch 20 =>: 23%|█████████████▏ | 50/213 [00:15<00:53, 3.07it/s]
>50, c[0.000,100], d[0.017,0.256], g[1.405]
Training on Epoch 20 =>: 24%|█████████████▍ | 51/213 [00:16<00:50, 3.20it/s]
>51, c[0.000,100], d[0.055,0.042], g[2.598]
Training on Epoch 20 =>: 24%|█████████████▋ | 52/213 [00:16<00:49, 3.26it/s]
>52, c[0.000,100], d[0.528,0.069], g[2.154]
Training on Epoch 20 =>: 25%|█████████████▉ | 53/213 [00:16<00:47, 3.35it/s]
>53, c[0.000,100], d[0.054,0.116], g[3.110]
Training on Epoch 20 =>: 25%|██████████████▏ | 54/213 [00:17<00:46, 3.39it/s]
>54, c[0.000,100], d[0.057,0.163], g[4.367]
Training on Epoch 20 =>: 26%|██████████████▍ | 55/213 [00:17<00:55, 2.84it/s]
>55, c[0.000,100], d[0.015,0.635], g[4.220]
Training on Epoch 20 =>: 26%|██████████████▋ | 56/213 [00:17<00:52, 3.01it/s]
>56, c[0.000,100], d[0.073,0.039], g[3.399]
Training on Epoch 20 =>: 27%|██████████████▉ | 57/213 [00:18<00:49, 3.16it/s]
>57, c[0.000,100], d[0.467,0.109], g[2.979]
Training on Epoch 20 =>: 27%|███████████████▏ | 58/213 [00:18<00:47, 3.25it/s]
>58, c[0.000,100], d[0.334,0.081], g[2.974]
Training on Epoch 20 =>: 28%|███████████████▌ | 59/213 [00:18<00:46, 3.31it/s]
>59, c[0.001,100], d[0.035,0.182], g[2.404]
Training on Epoch 20 =>: 28%|███████████████▊ | 60/213 [00:18<00:45, 3.36it/s]
>60, c[0.000,100], d[0.048,1.200], g[3.876]
Training on Epoch 20 =>: 29%|████████████████ | 61/213 [00:19<00:44, 3.42it/s]
>61, c[0.011,100], d[0.627,0.144], g[3.349]
Training on Epoch 20 =>: 29%|████████████████▎ | 62/213 [00:19<00:46, 3.28it/s]
>62, c[0.002,100], d[0.721,0.098], g[2.404]
Training on Epoch 20 =>: 30%|████████████████▌ | 63/213 [00:19<00:44, 3.33it/s]
>63, c[0.000,100], d[0.314,0.377], g[2.036]
Training on Epoch 20 =>: 30%|████████████████▊ | 64/213 [00:20<00:43, 3.39it/s]
>64, c[0.000,100], d[0.245,0.114], g[2.898]
Training on Epoch 20 =>: 31%|█████████████████ | 65/213 [00:20<00:43, 3.43it/s]
>65, c[0.000,100], d[0.011,0.090], g[3.144]
Training on Epoch 20 =>: 31%|█████████████████▎ | 66/213 [00:20<00:42, 3.43it/s]
>66, c[0.005,100], d[0.006,0.147], g[2.657]
Training on Epoch 20 =>: 31%|█████████████████▌ | 67/213 [00:20<00:42, 3.46it/s]
>67, c[0.000,100], d[0.251,0.123], g[2.311]
Training on Epoch 20 =>: 32%|█████████████████▉ | 68/213 [00:21<00:41, 3.48it/s]
>68, c[0.000,100], d[0.055,0.105], g[2.190]
Training on Epoch 20 =>: 32%|██████████████████▏ | 69/213 [00:21<00:42, 3.35it/s]
>69, c[0.000,100], d[0.797,0.601], g[2.012]
Training on Epoch 20 =>: 33%|██████████████████▍ | 70/213 [00:21<00:45, 3.17it/s]
>70, c[0.000,100], d[0.106,0.094], g[2.570]
Training on Epoch 20 =>: 33%|██████████████████▋ | 71/213 [00:22<00:43, 3.27it/s]
>71, c[0.000,100], d[0.268,0.580], g[3.052]
Training on Epoch 20 =>: 34%|██████████████████▉ | 72/213 [00:22<00:42, 3.34it/s]
>72, c[0.004,100], d[0.249,0.125], g[2.724]
Training on Epoch 20 =>: 34%|███████████████████▏ | 73/213 [00:22<00:41, 3.37it/s]
>73, c[0.004,100], d[0.038,0.055], g[3.775]
Training on Epoch 20 =>: 35%|███████████████████▍ | 74/213 [00:23<00:40, 3.43it/s]
>74, c[0.000,100], d[0.021,0.068], g[3.923]
Training on Epoch 20 =>: 35%|███████████████████▋ | 75/213 [00:23<00:40, 3.43it/s]
>75, c[0.000,100], d[0.124,0.083], g[2.894]
Training on Epoch 20 =>: 36%|███████████████████▉ | 76/213 [00:23<00:44, 3.06it/s]
>76, c[0.001,100], d[0.039,0.339], g[3.350]
Training on Epoch 20 =>: 36%|████████████████████▏ | 77/213 [00:24<00:44, 3.05it/s]
>77, c[0.761,83], d[0.215,0.109], g[2.406]
Training on Epoch 20 =>: 37%|████████████████████▌ | 78/213 [00:24<00:42, 3.14it/s]
>78, c[4.029,50], d[1.822,1.913], g[0.716]
Training on Epoch 20 =>: 37%|████████████████████▊ | 79/213 [00:24<00:41, 3.21it/s]
>79, c[0.000,100], d[0.505,1.432], g[2.256]
Training on Epoch 20 =>: 38%|█████████████████████ | 80/213 [00:24<00:40, 3.25it/s]
>80, c[2.112,50], d[0.007,7.969], g[1.224]
Training on Epoch 20 =>: 38%|█████████████████████▎ | 81/213 [00:25<00:39, 3.30it/s]
>81, c[0.030,100], d[0.081,0.410], g[1.600]
Training on Epoch 20 =>: 38%|█████████████████████▌ | 82/213 [00:25<00:39, 3.31it/s]
>82, c[0.014,100], d[1.010,2.760], g[1.443]
Training on Epoch 20 =>: 39%|█████████████████████▊ | 83/213 [00:25<00:39, 3.29it/s]
>83, c[0.067,100], d[0.396,0.381], g[0.891]
Training on Epoch 20 =>: 39%|██████████████████████ | 84/213 [00:26<00:39, 3.29it/s]
>84, c[2.377,50], d[0.381,0.621], g[1.115]
Training on Epoch 20 =>: 40%|██████████████████████▎ | 85/213 [00:26<00:38, 3.33it/s]
>85, c[0.089,100], d[0.229,0.176], g[1.652]
Training on Epoch 20 =>: 40%|██████████████████████▌ | 86/213 [00:26<00:37, 3.39it/s]
>86, c[0.001,100], d[0.197,0.715], g[2.122]
Training on Epoch 20 =>: 41%|██████████████████████▊ | 87/213 [00:27<00:36, 3.41it/s]
>87, c[0.374,83], d[0.006,2.148], g[2.880]
Training on Epoch 20 =>: 41%|███████████████████████▏ | 88/213 [00:27<00:36, 3.43it/s]
>88, c[0.032,100], d[0.151,0.108], g[3.953]
Training on Epoch 20 =>: 42%|███████████████████████▍ | 89/213 [00:27<00:35, 3.47it/s]
>89, c[0.952,83], d[0.055,0.144], g[2.418]
Training on Epoch 20 =>: 42%|███████████████████████▋ | 90/213 [00:27<00:35, 3.46it/s]
>90, c[0.147,100], d[0.009,0.721], g[1.976]
Training on Epoch 20 =>: 43%|███████████████████████▉ | 91/213 [00:28<00:35, 3.47it/s]
>91, c[0.000,100], d[0.183,0.347], g[2.545]
Training on Epoch 20 =>: 43%|████████████████████████▏ | 92/213 [00:28<00:34, 3.47it/s]
>92, c[0.000,100], d[0.158,0.886], g[4.317]
Training on Epoch 20 =>: 44%|████████████████████████▍ | 93/213 [00:28<00:34, 3.47it/s]
>93, c[0.000,100], d[0.881,0.361], g[2.710]
Training on Epoch 20 =>: 44%|████████████████████████▋ | 94/213 [00:29<00:35, 3.39it/s]
>94, c[0.015,100], d[0.148,0.748], g[1.862]
Training on Epoch 20 =>: 45%|████████████████████████▉ | 95/213 [00:29<00:34, 3.43it/s]
>95, c[0.123,83], d[0.267,0.283], g[3.149]
Training on Epoch 20 =>: 45%|█████████████████████████▏ | 96/213 [00:29<00:33, 3.44it/s]
>96, c[0.000,100], d[0.420,0.285], g[2.191]
Training on Epoch 20 =>: 46%|█████████████████████████▌ | 97/213 [00:29<00:33, 3.44it/s]
>97, c[0.000,100], d[0.304,1.117], g[1.984]
Training on Epoch 20 =>: 46%|█████████████████████████▊ | 98/213 [00:30<00:33, 3.45it/s]
>98, c[0.000,100], d[0.611,0.382], g[2.067]
Training on Epoch 20 =>: 46%|██████████████████████████ | 99/213 [00:30<00:32, 3.46it/s]
>99, c[0.000,100], d[0.115,0.180], g[1.926]
Training on Epoch 20 =>: 47%|█████████████████████████▊ | 100/213 [00:30<00:32, 3.48it/s]
>100, c[0.018,100], d[0.061,0.162], g[1.495]
Training on Epoch 20 =>: 47%|██████████████████████████ | 101/213 [00:31<00:32, 3.46it/s]
>101, c[0.000,100], d[0.767,0.277], g[1.421]
Training on Epoch 20 =>: 48%|██████████████████████████▎ | 102/213 [00:31<00:31, 3.48it/s]
>102, c[0.000,100], d[0.017,0.430], g[2.925]
Training on Epoch 20 =>: 48%|██████████████████████████▌ | 103/213 [00:31<00:31, 3.49it/s]
>103, c[0.000,100], d[0.189,0.252], g[1.621]
Training on Epoch 20 =>: 49%|██████████████████████████▊ | 104/213 [00:31<00:31, 3.49it/s]
>104, c[0.002,100], d[0.274,0.120], g[2.585]
Training on Epoch 20 =>: 49%|███████████████████████████ | 105/213 [00:32<00:30, 3.49it/s]
>105, c[0.000,100], d[0.086,0.462], g[1.410]
Training on Epoch 20 =>: 50%|███████████████████████████▎ | 106/213 [00:32<00:30, 3.47it/s]
>106, c[0.001,100], d[0.051,1.126], g[3.454]
Training on Epoch 20 =>: 50%|███████████████████████████▋ | 107/213 [00:32<00:30, 3.49it/s]
>107, c[0.002,100], d[0.646,0.095], g[3.241]
Training on Epoch 20 =>: 51%|███████████████████████████▉ | 108/213 [00:33<00:30, 3.50it/s]
>108, c[0.006,100], d[0.713,0.336], g[3.133]
Training on Epoch 20 =>: 51%|████████████████████████████▏ | 109/213 [00:33<00:29, 3.51it/s]
>109, c[0.000,100], d[0.273,0.083], g[1.305]
Training on Epoch 20 =>: 52%|████████████████████████████▍ | 110/213 [00:33<00:32, 3.14it/s]
>110, c[0.000,100], d[0.483,0.078], g[2.721]
Training on Epoch 20 =>: 52%|████████████████████████████▋ | 111/213 [00:34<00:31, 3.24it/s]
>111, c[0.000,100], d[0.285,0.103], g[1.876]
Training on Epoch 20 =>: 53%|████████████████████████████▉ | 112/213 [00:34<00:30, 3.32it/s]
>112, c[0.019,100], d[0.494,0.586], g[1.648]
Training on Epoch 20 =>: 53%|█████████████████████████████▏ | 113/213 [00:34<00:29, 3.36it/s]
>113, c[0.000,100], d[0.037,1.149], g[2.681]
Training on Epoch 20 =>: 54%|█████████████████████████████▍ | 114/213 [00:34<00:29, 3.40it/s]
>114, c[0.013,100], d[0.076,0.128], g[3.230]
Training on Epoch 20 =>: 54%|█████████████████████████████▋ | 115/213 [00:35<00:28, 3.42it/s]
>115, c[0.010,100], d[0.770,0.429], g[2.469]
Training on Epoch 20 =>: 54%|█████████████████████████████▉ | 116/213 [00:35<00:28, 3.44it/s]
>116, c[0.000,100], d[0.033,0.227], g[3.163]
Training on Epoch 20 =>: 55%|██████████████████████████████▏ | 117/213 [00:35<00:33, 2.91it/s]
>117, c[0.004,100], d[0.645,0.123], g[3.169]
Training on Epoch 20 =>: 55%|██████████████████████████████▍ | 118/213 [00:36<00:31, 3.05it/s]
>118, c[0.003,100], d[0.042,0.151], g[1.826]
Training on Epoch 20 =>: 56%|██████████████████████████████▋ | 119/213 [00:36<00:29, 3.15it/s]
>119, c[0.000,100], d[0.115,0.198], g[2.800]
Training on Epoch 20 =>: 56%|██████████████████████████████▉ | 120/213 [00:36<00:28, 3.23it/s]
>120, c[0.001,100], d[0.006,0.117], g[2.467]
Training on Epoch 20 =>: 57%|███████████████████████████████▏ | 121/213 [00:37<00:27, 3.29it/s]
>121, c[0.002,100], d[0.103,0.675], g[2.742]
Training on Epoch 20 =>: 57%|███████████████████████████████▌ | 122/213 [00:37<00:27, 3.30it/s]
>122, c[0.001,100], d[0.038,0.462], g[3.342]
Training on Epoch 20 =>: 58%|███████████████████████████████▊ | 123/213 [00:37<00:27, 3.31it/s]
>123, c[0.000,100], d[0.327,0.147], g[3.328]
Training on Epoch 20 =>: 58%|████████████████████████████████ | 124/213 [00:38<00:26, 3.31it/s]
>124, c[0.001,100], d[1.626,0.104], g[2.217]
Training on Epoch 20 =>: 59%|████████████████████████████████▎ | 125/213 [00:38<00:26, 3.34it/s]
>125, c[0.004,100], d[0.263,0.503], g[2.353]
Training on Epoch 20 =>: 59%|████████████████████████████████▌ | 126/213 [00:38<00:25, 3.40it/s]
>126, c[0.000,100], d[0.066,1.980], g[3.403]
Training on Epoch 20 =>: 60%|████████████████████████████████▊ | 127/213 [00:38<00:25, 3.41it/s]
>127, c[0.002,100], d[1.905,0.511], g[1.421]
Training on Epoch 20 =>: 60%|█████████████████████████████████ | 128/213 [00:39<00:25, 3.29it/s]
>128, c[0.003,100], d[0.083,0.319], g[2.640]
Training on Epoch 20 =>: 61%|█████████████████████████████████▎ | 129/213 [00:39<00:25, 3.36it/s]
>129, c[0.001,100], d[0.311,0.242], g[2.231]
Training on Epoch 20 =>: 61%|█████████████████████████████████▌ | 130/213 [00:39<00:24, 3.41it/s]
>130, c[0.008,100], d[0.079,0.168], g[1.984]
Training on Epoch 20 =>: 62%|█████████████████████████████████▊ | 131/213 [00:40<00:23, 3.43it/s]
>131, c[0.117,100], d[0.490,0.657], g[1.624]
Training on Epoch 20 =>: 62%|██████████████████████████████████ | 132/213 [00:40<00:23, 3.44it/s]
>132, c[0.016,100], d[0.284,0.146], g[2.025]
Training on Epoch 20 =>: 62%|██████████████████████████████████▎ | 133/213 [00:40<00:23, 3.44it/s]
>133, c[0.023,100], d[0.064,0.217], g[2.649]
Training on Epoch 20 =>: 63%|██████████████████████████████████▌ | 134/213 [00:40<00:22, 3.46it/s]
>134, c[0.002,100], d[0.274,0.131], g[2.149]
Training on Epoch 20 =>: 63%|██████████████████████████████████▊ | 135/213 [00:41<00:22, 3.44it/s]
>135, c[0.000,100], d[0.016,0.123], g[2.199]
Training on Epoch 20 =>: 64%|███████████████████████████████████ | 136/213 [00:41<00:25, 3.00it/s]
>136, c[0.000,100], d[0.055,0.166], g[2.057]
Training on Epoch 20 =>: 64%|███████████████████████████████████▍ | 137/213 [00:41<00:24, 3.13it/s]
>137, c[0.000,100], d[0.093,0.125], g[2.401]
Training on Epoch 20 =>: 65%|███████████████████████████████████▋ | 138/213 [00:42<00:23, 3.22it/s]
>138, c[0.002,100], d[0.115,0.211], g[3.068]
Training on Epoch 20 =>: 65%|███████████████████████████████████▉ | 139/213 [00:42<00:22, 3.26it/s]
>139, c[0.035,100], d[0.021,0.171], g[3.497]
Training on Epoch 20 =>: 66%|████████████████████████████████████▏ | 140/213 [00:42<00:22, 3.31it/s]
>140, c[0.001,100], d[0.062,0.138], g[3.187]
Training on Epoch 20 =>: 66%|████████████████████████████████████▍ | 141/213 [00:43<00:21, 3.33it/s]
>141, c[0.074,100], d[0.972,0.343], g[1.659]
Training on Epoch 20 =>: 67%|████████████████████████████████████▋ | 142/213 [00:43<00:21, 3.33it/s]
>142, c[0.000,100], d[0.054,0.365], g[2.724]
Training on Epoch 20 =>: 67%|████████████████████████████████████▉ | 143/213 [00:43<00:20, 3.36it/s]
>143, c[0.000,100], d[0.424,0.068], g[2.409]
Training on Epoch 20 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:44<00:20, 3.40it/s]
>144, c[0.003,100], d[0.434,0.186], g[1.654]
Training on Epoch 20 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:44<00:19, 3.42it/s]
>145, c[0.000,100], d[0.089,0.324], g[1.441]
Training on Epoch 20 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:44<00:19, 3.44it/s]
>146, c[0.000,100], d[0.290,0.142], g[2.007]
Training on Epoch 20 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:44<00:19, 3.45it/s]
>147, c[0.002,100], d[0.121,0.609], g[2.804]
Training on Epoch 20 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:45<00:18, 3.44it/s]
>148, c[0.000,100], d[0.400,0.421], g[2.244]
Training on Epoch 20 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:45<00:18, 3.47it/s]
>149, c[0.000,100], d[0.684,0.631], g[3.163]
Training on Epoch 20 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:45<00:18, 3.48it/s]
>150, c[0.000,100], d[0.181,0.184], g[3.730]
Training on Epoch 20 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:46<00:17, 3.51it/s]
>151, c[0.003,100], d[0.021,0.178], g[3.008]
Training on Epoch 20 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:46<00:17, 3.50it/s]
>152, c[0.000,100], d[0.008,0.156], g[2.822]
Training on Epoch 20 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:46<00:17, 3.49it/s]
>153, c[0.000,100], d[0.396,0.095], g[2.331]
Training on Epoch 20 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:46<00:16, 3.47it/s]
>154, c[0.000,100], d[0.025,0.267], g[2.769]
Training on Epoch 20 =>: 73%|████████████████████████████████████████ | 155/213 [00:47<00:19, 2.91it/s]
>155, c[0.010,100], d[0.111,0.263], g[3.354]
Training on Epoch 20 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:47<00:18, 3.07it/s]
>156, c[0.010,100], d[0.125,0.660], g[2.963]
Training on Epoch 20 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:47<00:17, 3.19it/s]
>157, c[0.005,100], d[0.795,0.066], g[3.249]
Training on Epoch 20 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:48<00:16, 3.29it/s]
>158, c[0.000,100], d[0.217,0.043], g[2.864]
Training on Epoch 20 =>: 75%|█████████████████████████████████████████ | 159/213 [00:48<00:16, 3.34it/s]
>159, c[0.004,100], d[0.045,0.054], g[3.073]
Training on Epoch 20 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:48<00:15, 3.35it/s]
>160, c[0.000,100], d[0.299,0.141], g[2.346]
Training on Epoch 20 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:49<00:15, 3.38it/s]
>161, c[0.004,100], d[0.246,0.096], g[2.608]
Training on Epoch 20 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:49<00:15, 3.35it/s]
>162, c[0.003,100], d[0.438,0.283], g[2.253]
Training on Epoch 20 =>: 77%|██████████████████████████████████████████ | 163/213 [00:49<00:17, 2.92it/s]
>163, c[0.000,100], d[0.099,0.310], g[2.312]
Training on Epoch 20 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:50<00:15, 3.07it/s]
>164, c[0.000,100], d[0.327,0.691], g[1.373]
Training on Epoch 20 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:50<00:15, 3.17it/s]
>165, c[0.000,100], d[0.605,0.251], g[1.851]
Training on Epoch 20 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:50<00:14, 3.22it/s]
>166, c[0.004,100], d[0.675,0.190], g[1.505]
Training on Epoch 20 =>: 78%|███████████████████████████████████████████ | 167/213 [00:51<00:14, 3.24it/s]
>167, c[0.000,100], d[0.441,0.452], g[2.689]
Training on Epoch 20 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:51<00:13, 3.26it/s]
>168, c[0.000,100], d[0.134,0.400], g[1.911]
Training on Epoch 20 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:51<00:13, 3.28it/s]
>169, c[0.013,100], d[0.177,0.392], g[2.968]
Training on Epoch 20 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:51<00:13, 3.27it/s]
>170, c[0.000,100], d[0.890,0.317], g[3.814]
Training on Epoch 20 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:52<00:12, 3.32it/s]
>171, c[0.001,100], d[0.742,0.177], g[2.201]
Training on Epoch 20 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:52<00:12, 3.39it/s]
>172, c[0.000,100], d[0.221,0.272], g[1.797]
Training on Epoch 20 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:52<00:11, 3.42it/s]
>173, c[0.000,100], d[0.249,0.209], g[1.993]
Training on Epoch 20 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:53<00:11, 3.42it/s]
>174, c[0.005,100], d[0.249,0.135], g[1.320]
Training on Epoch 20 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:53<00:11, 3.44it/s]
>175, c[0.004,100], d[0.026,0.487], g[2.022]
Training on Epoch 20 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:53<00:10, 3.48it/s]
>176, c[0.000,100], d[0.098,0.103], g[2.421]
Training on Epoch 20 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:53<00:10, 3.49it/s]
>177, c[0.002,100], d[0.401,0.148], g[1.608]
Training on Epoch 20 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:54<00:10, 3.47it/s]
>178, c[0.000,100], d[0.381,0.125], g[2.426]
Training on Epoch 20 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:54<00:09, 3.50it/s]
>179, c[0.000,100], d[0.040,0.161], g[2.025]
Training on Epoch 20 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:54<00:09, 3.48it/s]
>180, c[0.002,100], d[0.012,0.974], g[2.114]
Training on Epoch 20 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:55<00:09, 3.45it/s]
>181, c[0.000,100], d[0.197,0.110], g[2.863]
Training on Epoch 20 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:55<00:08, 3.46it/s]
>182, c[0.000,100], d[0.142,0.081], g[2.549]
Training on Epoch 20 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:55<00:08, 3.46it/s]
>183, c[0.000,100], d[0.585,0.571], g[2.186]
Training on Epoch 20 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:55<00:08, 3.48it/s]
>184, c[0.000,100], d[0.038,0.056], g[4.149]
Training on Epoch 20 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:56<00:08, 3.48it/s]
>185, c[0.000,100], d[0.018,0.324], g[3.103]
Training on Epoch 20 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:56<00:07, 3.48it/s]
>186, c[0.000,100], d[0.062,0.064], g[3.146]
Training on Epoch 20 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:56<00:07, 3.49it/s]
>187, c[0.000,100], d[0.451,0.322], g[3.136]
Training on Epoch 20 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:57<00:07, 3.49it/s]
>188, c[0.000,100], d[0.844,0.433], g[2.780]
Training on Epoch 20 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:57<00:06, 3.47it/s]
>189, c[0.001,100], d[0.594,0.268], g[2.578]
Training on Epoch 20 =>: 89%|█████████████████████████████████████████████████ | 190/213 [00:57<00:07, 3.13it/s]
>190, c[0.000,100], d[0.238,0.107], g[2.497]
Training on Epoch 20 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [00:58<00:06, 3.24it/s]
>191, c[0.000,100], d[0.020,0.205], g[2.747]
Training on Epoch 20 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [00:58<00:06, 3.31it/s]
>192, c[0.001,100], d[0.236,0.416], g[2.439]
Training on Epoch 20 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [00:58<00:05, 3.37it/s]
>193, c[0.000,100], d[0.792,0.083], g[2.716]
Training on Epoch 20 =>: 91%|██████████████████████████████████████████████████ | 194/213 [00:58<00:05, 3.40it/s]
>194, c[0.000,100], d[0.103,0.076], g[2.552]
Training on Epoch 20 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [00:59<00:05, 3.38it/s]
>195, c[0.000,100], d[0.760,0.944], g[2.499]
Training on Epoch 20 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [00:59<00:05, 3.38it/s]
>196, c[0.000,100], d[0.141,0.390], g[2.492]
Training on Epoch 20 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [00:59<00:04, 3.37it/s]
>197, c[0.001,100], d[0.408,0.222], g[2.502]
Training on Epoch 20 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:00<00:04, 3.39it/s]
>198, c[0.000,100], d[0.134,0.193], g[3.195]
Training on Epoch 20 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:00<00:04, 3.43it/s]
>199, c[0.000,100], d[0.218,0.101], g[2.605]
Training on Epoch 20 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:00<00:03, 3.43it/s]
>200, c[0.000,100], d[0.401,0.054], g[2.066]
Training on Epoch 20 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:00<00:03, 3.44it/s]
>201, c[0.000,100], d[0.241,0.177], g[1.838]
Training on Epoch 20 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:01<00:03, 3.42it/s]
>202, c[0.000,100], d[0.231,0.264], g[2.180]
Training on Epoch 20 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:01<00:02, 3.45it/s]
>203, c[0.000,100], d[0.043,0.365], g[2.585]
Training on Epoch 20 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:01<00:02, 3.43it/s]
>204, c[0.001,100], d[0.087,0.606], g[2.507]
Training on Epoch 20 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:02<00:02, 3.43it/s]
>205, c[0.000,100], d[0.112,0.366], g[2.842]
Training on Epoch 20 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:02<00:02, 3.40it/s]
>206, c[0.002,100], d[0.367,0.112], g[3.180]
Training on Epoch 20 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:02<00:01, 3.44it/s]
>207, c[0.000,100], d[0.150,0.225], g[3.321]
Training on Epoch 20 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:03<00:01, 3.34it/s]
>208, c[0.000,100], d[0.473,0.107], g[2.393]
Training on Epoch 20 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:03<00:01, 3.38it/s]
>209, c[0.002,100], d[0.515,0.078], g[2.280]
Training on Epoch 20 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:03<00:00, 3.42it/s]
>210, c[0.000,100], d[0.816,0.168], g[2.157]
Training on Epoch 20 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:03<00:00, 3.44it/s]
>211, c[0.018,100], d[0.057,0.160], g[2.445]
Training on Epoch 20 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:04<00:00, 3.44it/s]
>212, c[0.002,100], d[0.056,0.207], g[3.285]
Training on Epoch 20 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:04<00:00, 3.30it/s]
>213, c[0.042,100], d[0.048,0.076], g[2.399]
EPOCHS =>: 40%|████████████████████████████▍ | 20/50 [26:49<39:17, 78.60s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 21 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 21 =>: 0%|▎ | 1/213 [00:00<01:00, 3.48it/s]
>1, c[0.001,100], d[0.421,0.152], g[3.431]
Training on Epoch 21 =>: 1%|▌ | 2/213 [00:00<01:01, 3.42it/s]
>2, c[0.000,100], d[0.518,0.114], g[2.148]
Training on Epoch 21 =>: 1%|▊ | 3/213 [00:00<01:01, 3.42it/s]
>3, c[0.000,100], d[0.017,0.105], g[2.455]
Training on Epoch 21 =>: 2%|█ | 4/213 [00:01<01:01, 3.41it/s]
>4, c[0.000,100], d[0.019,0.123], g[2.821]
Training on Epoch 21 =>: 2%|█▎ | 5/213 [00:01<01:00, 3.45it/s]
>5, c[0.000,100], d[0.068,0.100], g[2.530]
Training on Epoch 21 =>: 3%|█▌ | 6/213 [00:01<01:00, 3.44it/s]
>6, c[0.000,100], d[0.160,0.223], g[2.450]
Training on Epoch 21 =>: 3%|█▊ | 7/213 [00:02<01:00, 3.42it/s]
>7, c[0.002,100], d[0.527,0.095], g[2.421]
Training on Epoch 21 =>: 4%|██▏ | 8/213 [00:02<00:59, 3.47it/s]
>8, c[0.000,100], d[0.003,0.112], g[2.702]
Training on Epoch 21 =>: 4%|██▍ | 9/213 [00:02<00:59, 3.46it/s]
>9, c[0.001,100], d[0.088,0.289], g[2.663]
Training on Epoch 21 =>: 5%|██▋ | 10/213 [00:02<00:58, 3.45it/s]
>10, c[0.001,100], d[0.517,0.134], g[2.563]
Training on Epoch 21 =>: 5%|██▉ | 11/213 [00:03<00:58, 3.46it/s]
>11, c[0.000,100], d[0.807,0.319], g[2.100]
Training on Epoch 21 =>: 6%|███▏ | 12/213 [00:03<00:58, 3.45it/s]
>12, c[0.000,100], d[0.003,1.169], g[3.413]
Training on Epoch 21 =>: 6%|███▍ | 13/213 [00:03<00:57, 3.47it/s]
>13, c[0.006,100], d[0.042,0.064], g[4.301]
Training on Epoch 21 =>: 7%|███▋ | 14/213 [00:04<00:57, 3.44it/s]
>14, c[0.000,100], d[0.077,0.018], g[3.783]
Training on Epoch 21 =>: 7%|███▉ | 15/213 [00:04<00:57, 3.47it/s]
>15, c[0.042,100], d[1.206,0.061], g[1.993]
Training on Epoch 21 =>: 8%|████▏ | 16/213 [00:04<00:56, 3.46it/s]
>16, c[0.000,100], d[0.030,0.391], g[2.890]
Training on Epoch 21 =>: 8%|████▍ | 17/213 [00:04<00:56, 3.46it/s]
>17, c[0.000,100], d[0.581,0.071], g[2.065]
Training on Epoch 21 =>: 8%|████▋ | 18/213 [00:05<01:00, 3.20it/s]
>18, c[0.000,100], d[0.113,0.152], g[2.934]
Training on Epoch 21 =>: 9%|████▉ | 19/213 [00:05<00:59, 3.28it/s]
>19, c[0.000,100], d[0.006,0.076], g[2.516]
Training on Epoch 21 =>: 9%|█████▎ | 20/213 [00:05<00:57, 3.34it/s]
>20, c[0.000,100], d[0.324,0.155], g[1.674]
Training on Epoch 21 =>: 10%|█████▌ | 21/213 [00:06<00:56, 3.38it/s]
>21, c[0.000,100], d[0.235,0.154], g[2.321]
Training on Epoch 21 =>: 10%|█████▊ | 22/213 [00:06<00:55, 3.42it/s]
>22, c[0.000,100], d[0.050,0.895], g[1.254]
Training on Epoch 21 =>: 11%|██████ | 23/213 [00:06<00:55, 3.45it/s]
>23, c[0.001,100], d[0.658,0.136], g[1.864]
Training on Epoch 21 =>: 11%|██████▎ | 24/213 [00:07<00:54, 3.46it/s]
>24, c[0.000,100], d[0.008,0.242], g[3.557]
Training on Epoch 21 =>: 12%|██████▌ | 25/213 [00:07<01:01, 3.08it/s]
>25, c[0.000,100], d[0.006,0.171], g[2.236]
Training on Epoch 21 =>: 12%|██████▊ | 26/213 [00:07<00:58, 3.19it/s]
>26, c[0.000,100], d[0.301,0.085], g[2.629]
Training on Epoch 21 =>: 13%|███████ | 27/213 [00:07<00:56, 3.27it/s]
>27, c[0.000,100], d[0.057,0.192], g[3.035]
Training on Epoch 21 =>: 13%|███████▎ | 28/213 [00:08<00:55, 3.34it/s]
>28, c[0.000,100], d[0.025,0.119], g[3.156]
Training on Epoch 21 =>: 14%|███████▌ | 29/213 [00:08<00:54, 3.37it/s]
>29, c[0.000,100], d[0.054,0.060], g[2.737]
Training on Epoch 21 =>: 14%|███████▉ | 30/213 [00:08<00:53, 3.40it/s]
>30, c[0.007,100], d[0.007,0.142], g[2.645]
Training on Epoch 21 =>: 15%|████████▏ | 31/213 [00:09<00:53, 3.38it/s]
>31, c[0.000,100], d[0.003,0.051], g[3.139]
Training on Epoch 21 =>: 15%|████████▍ | 32/213 [00:09<01:00, 2.97it/s]
>32, c[0.000,100], d[0.469,0.195], g[2.954]
Training on Epoch 21 =>: 15%|████████▋ | 33/213 [00:09<00:57, 3.11it/s]
>33, c[0.000,100], d[0.215,0.050], g[1.906]
Training on Epoch 21 =>: 16%|████████▉ | 34/213 [00:10<00:55, 3.21it/s]
>34, c[0.000,100], d[0.096,0.231], g[3.146]
Training on Epoch 21 =>: 16%|█████████▏ | 35/213 [00:10<00:54, 3.29it/s]
>35, c[0.001,100], d[0.081,0.106], g[2.653]
Training on Epoch 21 =>: 17%|█████████▍ | 36/213 [00:10<00:52, 3.35it/s]
>36, c[0.000,100], d[0.217,0.090], g[2.502]
Training on Epoch 21 =>: 17%|█████████▋ | 37/213 [00:11<00:52, 3.38it/s]
>37, c[0.000,100], d[0.291,0.620], g[2.460]
Training on Epoch 21 =>: 18%|█████████▉ | 38/213 [00:11<00:53, 3.27it/s]
>38, c[0.000,100], d[0.604,0.111], g[2.096]
Training on Epoch 21 =>: 18%|██████████▎ | 39/213 [00:11<00:55, 3.12it/s]
>39, c[0.000,100], d[0.012,0.779], g[3.447]
Training on Epoch 21 =>: 19%|██████████▌ | 40/213 [00:12<00:53, 3.21it/s]
>40, c[0.000,100], d[0.248,0.906], g[3.259]
Training on Epoch 21 =>: 19%|██████████▊ | 41/213 [00:12<00:52, 3.28it/s]
>41, c[0.004,100], d[0.083,0.905], g[3.614]
Training on Epoch 21 =>: 20%|███████████ | 42/213 [00:12<00:51, 3.35it/s]
>42, c[0.000,100], d[0.258,0.149], g[3.135]
Training on Epoch 21 =>: 20%|███████████▎ | 43/213 [00:12<00:50, 3.37it/s]
>43, c[0.006,100], d[0.854,0.203], g[3.049]
Training on Epoch 21 =>: 21%|███████████▌ | 44/213 [00:13<00:49, 3.43it/s]
>44, c[0.000,100], d[0.157,0.098], g[3.068]
Training on Epoch 21 =>: 21%|███████████▊ | 45/213 [00:13<00:52, 3.17it/s]
>45, c[0.000,100], d[0.217,0.129], g[2.479]
Training on Epoch 21 =>: 22%|████████████ | 46/213 [00:13<00:54, 3.08it/s]
>46, c[0.000,100], d[0.414,0.101], g[2.989]
Training on Epoch 21 =>: 22%|████████████▎ | 47/213 [00:14<00:52, 3.16it/s]
>47, c[0.000,100], d[0.118,0.130], g[2.649]
Training on Epoch 21 =>: 23%|████████████▌ | 48/213 [00:14<00:50, 3.25it/s]
>48, c[0.001,100], d[0.198,0.379], g[3.320]
Training on Epoch 21 =>: 23%|████████████▉ | 49/213 [00:14<00:49, 3.32it/s]
>49, c[0.000,100], d[0.479,0.073], g[2.471]
Training on Epoch 21 =>: 23%|█████████████▏ | 50/213 [00:15<00:48, 3.35it/s]
>50, c[0.000,100], d[0.223,0.142], g[2.499]
Training on Epoch 21 =>: 24%|█████████████▍ | 51/213 [00:15<00:48, 3.37it/s]
>51, c[0.000,100], d[0.300,0.364], g[2.099]
Training on Epoch 21 =>: 24%|█████████████▋ | 52/213 [00:15<00:55, 2.88it/s]
>52, c[0.000,100], d[0.362,0.088], g[2.545]
Training on Epoch 21 =>: 25%|█████████████▉ | 53/213 [00:16<00:52, 3.04it/s]
>53, c[0.000,100], d[0.002,0.198], g[2.201]
Training on Epoch 21 =>: 25%|██████████████▏ | 54/213 [00:16<00:50, 3.14it/s]
>54, c[0.000,100], d[0.082,0.546], g[2.711]
Training on Epoch 21 =>: 26%|██████████████▍ | 55/213 [00:16<00:49, 3.21it/s]
>55, c[0.000,100], d[0.041,0.052], g[3.267]
Training on Epoch 21 =>: 26%|██████████████▋ | 56/213 [00:16<00:47, 3.28it/s]
>56, c[0.000,100], d[0.006,0.049], g[4.390]
Training on Epoch 21 =>: 27%|██████████████▉ | 57/213 [00:17<00:46, 3.35it/s]
>57, c[0.000,100], d[0.495,0.046], g[2.772]
Training on Epoch 21 =>: 27%|███████████████▏ | 58/213 [00:17<00:50, 3.09it/s]
>58, c[0.000,100], d[0.053,0.068], g[1.894]
Training on Epoch 21 =>: 28%|███████████████▌ | 59/213 [00:17<00:50, 3.03it/s]
>59, c[0.000,100], d[0.007,0.421], g[3.358]
Training on Epoch 21 =>: 28%|███████████████▊ | 60/213 [00:18<00:48, 3.15it/s]
>60, c[0.000,100], d[0.051,0.093], g[3.976]
Training on Epoch 21 =>: 29%|████████████████ | 61/213 [00:18<00:46, 3.26it/s]
>61, c[0.000,100], d[0.853,0.708], g[2.957]
Training on Epoch 21 =>: 29%|████████████████▎ | 62/213 [00:18<00:45, 3.32it/s]
>62, c[0.001,100], d[0.285,0.567], g[2.717]
Training on Epoch 21 =>: 30%|████████████████▌ | 63/213 [00:19<00:44, 3.35it/s]
>63, c[0.000,100], d[0.279,0.285], g[3.563]
Training on Epoch 21 =>: 30%|████████████████▊ | 64/213 [00:19<00:44, 3.35it/s]
>64, c[0.000,100], d[1.047,0.059], g[2.571]
Training on Epoch 21 =>: 31%|█████████████████ | 65/213 [00:19<00:51, 2.86it/s]
>65, c[0.000,100], d[0.201,0.259], g[3.195]
Training on Epoch 21 =>: 31%|█████████████████▎ | 66/213 [00:20<00:48, 3.02it/s]
>66, c[0.008,100], d[0.063,0.059], g[4.049]
Training on Epoch 21 =>: 31%|█████████████████▌ | 67/213 [00:20<00:46, 3.15it/s]
>67, c[0.000,100], d[0.483,0.338], g[2.023]
Training on Epoch 21 =>: 32%|█████████████████▉ | 68/213 [00:20<00:46, 3.12it/s]
>68, c[0.007,100], d[0.281,0.274], g[2.427]
Training on Epoch 21 =>: 32%|██████████████████▏ | 69/213 [00:21<00:45, 3.17it/s]
>69, c[0.007,100], d[0.121,0.185], g[2.584]
Training on Epoch 21 =>: 33%|██████████████████▍ | 70/213 [00:21<00:44, 3.19it/s]
>70, c[0.003,100], d[0.214,0.570], g[3.120]
Training on Epoch 21 =>: 33%|██████████████████▋ | 71/213 [00:21<00:43, 3.23it/s]
>71, c[0.000,100], d[0.083,0.465], g[2.246]
Training on Epoch 21 =>: 34%|██████████████████▉ | 72/213 [00:21<00:42, 3.29it/s]
>72, c[0.000,100], d[0.189,0.201], g[4.122]
Training on Epoch 21 =>: 34%|███████████████████▏ | 73/213 [00:22<00:41, 3.36it/s]
>73, c[0.047,100], d[0.216,0.498], g[3.739]
Training on Epoch 21 =>: 35%|███████████████████▍ | 74/213 [00:22<00:40, 3.39it/s]
>74, c[0.000,100], d[0.645,0.049], g[2.901]
Training on Epoch 21 =>: 35%|███████████████████▋ | 75/213 [00:22<00:40, 3.40it/s]
>75, c[0.001,100], d[0.673,0.099], g[2.037]
Training on Epoch 21 =>: 36%|███████████████████▉ | 76/213 [00:23<00:40, 3.36it/s]
>76, c[0.000,100], d[0.055,0.314], g[2.311]
Training on Epoch 21 =>: 36%|████████████████████▏ | 77/213 [00:23<00:40, 3.39it/s]
>77, c[0.000,100], d[0.013,0.286], g[2.112]
Training on Epoch 21 =>: 37%|████████████████████▌ | 78/213 [00:23<00:39, 3.42it/s]
>78, c[0.000,100], d[0.010,0.127], g[2.727]
Training on Epoch 21 =>: 37%|████████████████████▊ | 79/213 [00:24<00:39, 3.43it/s]
>79, c[0.001,100], d[0.484,0.087], g[1.465]
Training on Epoch 21 =>: 38%|█████████████████████ | 80/213 [00:24<00:39, 3.40it/s]
>80, c[0.000,100], d[0.040,0.133], g[2.522]
Training on Epoch 21 =>: 38%|█████████████████████▎ | 81/213 [00:24<00:38, 3.44it/s]
>81, c[0.000,100], d[0.032,0.090], g[2.573]
Training on Epoch 21 =>: 38%|█████████████████████▌ | 82/213 [00:24<00:37, 3.47it/s]
>82, c[0.000,100], d[0.644,0.098], g[2.039]
Training on Epoch 21 =>: 39%|█████████████████████▊ | 83/213 [00:25<00:37, 3.48it/s]
>83, c[0.000,100], d[0.298,0.260], g[1.615]
Training on Epoch 21 =>: 39%|██████████████████████ | 84/213 [00:25<00:36, 3.50it/s]
>84, c[0.000,100], d[0.054,0.051], g[3.453]
Training on Epoch 21 =>: 40%|██████████████████████▎ | 85/213 [00:25<00:36, 3.50it/s]
>85, c[0.000,100], d[0.074,0.186], g[2.270]
Training on Epoch 21 =>: 40%|██████████████████████▌ | 86/213 [00:26<00:36, 3.51it/s]
>86, c[0.572,83], d[0.222,0.138], g[2.896]
Training on Epoch 21 =>: 41%|██████████████████████▊ | 87/213 [00:26<00:35, 3.50it/s]
>87, c[0.006,100], d[0.485,0.091], g[2.375]
Training on Epoch 21 =>: 41%|███████████████████████▏ | 88/213 [00:26<00:35, 3.49it/s]
>88, c[0.008,100], d[0.094,0.176], g[2.322]
Training on Epoch 21 =>: 42%|███████████████████████▍ | 89/213 [00:26<00:35, 3.50it/s]
>89, c[0.016,100], d[0.066,0.104], g[2.186]
Training on Epoch 21 =>: 42%|███████████████████████▋ | 90/213 [00:27<00:35, 3.50it/s]
>90, c[0.543,83], d[0.100,0.378], g[2.568]
Training on Epoch 21 =>: 43%|███████████████████████▉ | 91/213 [00:27<00:34, 3.49it/s]
>91, c[0.000,100], d[0.156,0.066], g[2.717]
Training on Epoch 21 =>: 43%|████████████████████████▏ | 92/213 [00:27<00:34, 3.47it/s]
>92, c[0.000,100], d[0.119,0.398], g[2.917]
Training on Epoch 21 =>: 44%|████████████████████████▍ | 93/213 [00:28<00:40, 2.99it/s]
>93, c[0.000,100], d[0.088,0.045], g[2.308]
Training on Epoch 21 =>: 44%|████████████████████████▋ | 94/213 [00:28<00:38, 3.13it/s]
>94, c[0.000,100], d[0.007,1.131], g[2.886]
Training on Epoch 21 =>: 45%|████████████████████████▉ | 95/213 [00:28<00:36, 3.23it/s]
>95, c[0.070,100], d[0.554,0.750], g[4.041]
Training on Epoch 21 =>: 45%|█████████████████████████▏ | 96/213 [00:29<00:35, 3.30it/s]
>96, c[0.002,100], d[0.768,0.092], g[2.629]
Training on Epoch 21 =>: 46%|█████████████████████████▌ | 97/213 [00:29<00:34, 3.35it/s]
>97, c[0.000,100], d[0.405,0.111], g[2.218]
Training on Epoch 21 =>: 46%|█████████████████████████▊ | 98/213 [00:29<00:33, 3.40it/s]
>98, c[0.009,100], d[0.198,0.068], g[2.967]
Training on Epoch 21 =>: 46%|██████████████████████████ | 99/213 [00:30<00:37, 3.05it/s]
>99, c[0.000,100], d[0.350,0.327], g[2.729]
Training on Epoch 21 =>: 47%|█████████████████████████▊ | 100/213 [00:30<00:36, 3.06it/s]
>100, c[0.000,100], d[0.352,0.096], g[3.002]
Training on Epoch 21 =>: 47%|██████████████████████████ | 101/213 [00:30<00:35, 3.17it/s]
>101, c[0.000,100], d[0.125,0.092], g[2.230]
Training on Epoch 21 =>: 48%|██████████████████████████▎ | 102/213 [00:30<00:34, 3.26it/s]
>102, c[0.000,100], d[0.036,0.081], g[2.308]
Training on Epoch 21 =>: 48%|██████████████████████████▌ | 103/213 [00:31<00:32, 3.35it/s]
>103, c[0.003,100], d[0.389,0.362], g[2.914]
Training on Epoch 21 =>: 49%|██████████████████████████▊ | 104/213 [00:31<00:32, 3.37it/s]
>104, c[0.000,100], d[0.050,0.663], g[2.580]
Training on Epoch 21 =>: 49%|███████████████████████████ | 105/213 [00:31<00:31, 3.40it/s]
>105, c[0.000,100], d[0.117,0.046], g[2.938]
Training on Epoch 21 =>: 50%|███████████████████████████▎ | 106/213 [00:32<00:37, 2.89it/s]
>106, c[0.000,100], d[0.221,0.213], g[2.349]
Training on Epoch 21 =>: 50%|███████████████████████████▋ | 107/213 [00:32<00:34, 3.04it/s]
>107, c[0.000,100], d[0.547,0.180], g[2.096]
Training on Epoch 21 =>: 51%|███████████████████████████▉ | 108/213 [00:32<00:33, 3.16it/s]
>108, c[0.000,100], d[0.013,0.297], g[2.844]
Training on Epoch 21 =>: 51%|████████████████████████████▏ | 109/213 [00:33<00:31, 3.26it/s]
>109, c[0.000,100], d[0.083,0.101], g[2.990]
Training on Epoch 21 =>: 52%|████████████████████████████▍ | 110/213 [00:33<00:30, 3.34it/s]
>110, c[0.000,100], d[0.014,0.451], g[4.584]
Training on Epoch 21 =>: 52%|████████████████████████████▋ | 111/213 [00:33<00:30, 3.36it/s]
>111, c[0.000,100], d[0.174,0.060], g[3.304]
Training on Epoch 21 =>: 53%|████████████████████████████▉ | 112/213 [00:34<00:32, 3.15it/s]
>112, c[0.000,100], d[0.116,0.289], g[4.255]
Training on Epoch 21 =>: 53%|█████████████████████████████▏ | 113/213 [00:34<00:33, 3.02it/s]
>113, c[0.000,100], d[0.370,0.026], g[2.399]
Training on Epoch 21 =>: 54%|█████████████████████████████▍ | 114/213 [00:34<00:31, 3.16it/s]
>114, c[0.000,100], d[0.035,0.048], g[4.397]
Training on Epoch 21 =>: 54%|█████████████████████████████▋ | 115/213 [00:34<00:30, 3.23it/s]
>115, c[0.008,100], d[0.129,0.176], g[3.048]
Training on Epoch 21 =>: 54%|█████████████████████████████▉ | 116/213 [00:35<00:29, 3.30it/s]
>116, c[0.000,100], d[0.645,0.041], g[1.283]
Training on Epoch 21 =>: 55%|██████████████████████████████▏ | 117/213 [00:35<00:28, 3.33it/s]
>117, c[0.000,100], d[0.157,0.322], g[2.504]
Training on Epoch 21 =>: 55%|██████████████████████████████▍ | 118/213 [00:35<00:28, 3.36it/s]
>118, c[0.000,100], d[0.385,0.539], g[3.428]
Training on Epoch 21 =>: 56%|██████████████████████████████▋ | 119/213 [00:36<00:27, 3.36it/s]
>119, c[0.000,100], d[0.026,0.269], g[3.255]
Training on Epoch 21 =>: 56%|██████████████████████████████▉ | 120/213 [00:36<00:27, 3.34it/s]
>120, c[0.001,100], d[0.013,0.215], g[4.368]
Training on Epoch 21 =>: 57%|███████████████████████████████▏ | 121/213 [00:36<00:27, 3.38it/s]
>121, c[0.002,100], d[0.990,0.066], g[2.500]
Training on Epoch 21 =>: 57%|███████████████████████████████▌ | 122/213 [00:37<00:26, 3.41it/s]
>122, c[0.000,100], d[0.029,0.348], g[3.982]
Training on Epoch 21 =>: 58%|███████████████████████████████▊ | 123/213 [00:37<00:26, 3.40it/s]
>123, c[0.006,100], d[0.376,0.285], g[4.698]
Training on Epoch 21 =>: 58%|████████████████████████████████ | 124/213 [00:37<00:26, 3.41it/s]
>124, c[0.021,100], d[1.636,0.102], g[2.788]
Training on Epoch 21 =>: 59%|████████████████████████████████▎ | 125/213 [00:37<00:25, 3.43it/s]
>125, c[0.003,100], d[0.035,0.922], g[2.753]
Training on Epoch 21 =>: 59%|████████████████████████████████▌ | 126/213 [00:38<00:25, 3.42it/s]
>126, c[0.000,100], d[0.626,0.422], g[1.803]
Training on Epoch 21 =>: 60%|████████████████████████████████▊ | 127/213 [00:38<00:25, 3.43it/s]
>127, c[0.011,100], d[0.128,0.139], g[1.973]
Training on Epoch 21 =>: 60%|█████████████████████████████████ | 128/213 [00:38<00:24, 3.43it/s]
>128, c[0.000,100], d[0.028,0.581], g[1.455]
Training on Epoch 21 =>: 61%|█████████████████████████████████▎ | 129/213 [00:39<00:24, 3.45it/s]
>129, c[0.002,100], d[0.058,0.179], g[3.028]
Training on Epoch 21 =>: 61%|█████████████████████████████████▌ | 130/213 [00:39<00:23, 3.47it/s]
>130, c[0.000,100], d[0.041,0.252], g[1.921]
Training on Epoch 21 =>: 62%|█████████████████████████████████▊ | 131/213 [00:39<00:23, 3.49it/s]
>131, c[0.000,100], d[0.306,0.156], g[3.646]
Training on Epoch 21 =>: 62%|██████████████████████████████████ | 132/213 [00:39<00:23, 3.44it/s]
>132, c[0.000,100], d[0.595,0.532], g[2.897]
Training on Epoch 21 =>: 62%|██████████████████████████████████▎ | 133/213 [00:40<00:23, 3.42it/s]
>133, c[0.000,100], d[0.176,0.264], g[3.214]
Training on Epoch 21 =>: 63%|██████████████████████████████████▌ | 134/213 [00:40<00:22, 3.44it/s]
>134, c[0.000,100], d[0.344,0.679], g[2.973]
Training on Epoch 21 =>: 63%|██████████████████████████████████▊ | 135/213 [00:40<00:22, 3.46it/s]
>135, c[0.001,100], d[0.076,0.281], g[3.036]
Training on Epoch 21 =>: 64%|███████████████████████████████████ | 136/213 [00:41<00:22, 3.45it/s]
>136, c[0.000,100], d[0.024,0.059], g[2.830]
Training on Epoch 21 =>: 64%|███████████████████████████████████▍ | 137/213 [00:41<00:22, 3.45it/s]
>137, c[0.002,100], d[0.318,0.316], g[3.074]
Training on Epoch 21 =>: 65%|███████████████████████████████████▋ | 138/213 [00:41<00:21, 3.46it/s]
>138, c[0.000,100], d[0.429,0.073], g[2.784]
Training on Epoch 21 =>: 65%|███████████████████████████████████▉ | 139/213 [00:41<00:21, 3.46it/s]
>139, c[0.000,100], d[0.025,0.103], g[2.769]
Training on Epoch 21 =>: 66%|████████████████████████████████████▏ | 140/213 [00:42<00:21, 3.47it/s]
>140, c[0.000,100], d[0.039,0.336], g[2.725]
Training on Epoch 21 =>: 66%|████████████████████████████████████▍ | 141/213 [00:42<00:21, 3.39it/s]
>141, c[0.000,100], d[0.347,0.051], g[2.642]
Training on Epoch 21 =>: 67%|████████████████████████████████████▋ | 142/213 [00:42<00:20, 3.40it/s]
>142, c[0.010,100], d[0.405,0.155], g[1.600]
Training on Epoch 21 =>: 67%|████████████████████████████████████▉ | 143/213 [00:43<00:20, 3.39it/s]
>143, c[0.001,100], d[0.833,0.439], g[2.436]
Training on Epoch 21 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:43<00:20, 3.43it/s]
>144, c[0.002,100], d[0.161,0.227], g[2.893]
Training on Epoch 21 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:43<00:19, 3.43it/s]
>145, c[0.001,100], d[0.014,0.266], g[2.291]
Training on Epoch 21 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:44<00:19, 3.42it/s]
>146, c[0.007,100], d[0.038,0.131], g[3.486]
Training on Epoch 21 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:44<00:19, 3.43it/s]
>147, c[0.000,100], d[0.277,0.119], g[1.932]
Training on Epoch 21 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:44<00:18, 3.46it/s]
>148, c[0.000,100], d[0.374,0.318], g[3.215]
Training on Epoch 21 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:44<00:18, 3.48it/s]
>149, c[0.000,100], d[0.219,0.207], g[2.343]
Training on Epoch 21 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:45<00:18, 3.46it/s]
>150, c[0.000,100], d[0.016,0.274], g[2.973]
Training on Epoch 21 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:45<00:17, 3.50it/s]
>151, c[0.000,100], d[0.168,0.071], g[3.255]
Training on Epoch 21 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:45<00:17, 3.49it/s]
>152, c[0.000,100], d[0.285,0.055], g[2.944]
Training on Epoch 21 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:46<00:17, 3.44it/s]
>153, c[0.003,100], d[0.028,0.100], g[3.110]
Training on Epoch 21 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:46<00:18, 3.28it/s]
>154, c[0.001,100], d[0.112,0.083], g[3.154]
Training on Epoch 21 =>: 73%|████████████████████████████████████████ | 155/213 [00:46<00:17, 3.33it/s]
>155, c[0.000,100], d[0.005,0.109], g[2.772]
Training on Epoch 21 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:46<00:16, 3.39it/s]
>156, c[0.000,100], d[0.309,0.196], g[2.847]
Training on Epoch 21 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:47<00:16, 3.42it/s]
>157, c[0.001,100], d[0.245,0.088], g[2.827]
Training on Epoch 21 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:47<00:15, 3.45it/s]
>158, c[0.000,100], d[0.023,0.082], g[2.952]
Training on Epoch 21 =>: 75%|█████████████████████████████████████████ | 159/213 [00:47<00:15, 3.49it/s]
>159, c[0.000,100], d[0.033,0.146], g[3.673]
Training on Epoch 21 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:48<00:15, 3.44it/s]
>160, c[0.000,100], d[0.178,0.514], g[3.127]
Training on Epoch 21 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:48<00:15, 3.29it/s]
>161, c[0.000,100], d[0.216,0.261], g[3.341]
Training on Epoch 21 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:48<00:15, 3.33it/s]
>162, c[0.004,100], d[0.215,0.127], g[2.324]
Training on Epoch 21 =>: 77%|██████████████████████████████████████████ | 163/213 [00:49<00:15, 3.33it/s]
>163, c[0.000,100], d[0.639,0.340], g[2.238]
Training on Epoch 21 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:49<00:14, 3.33it/s]
>164, c[0.000,100], d[0.043,0.134], g[3.341]
Training on Epoch 21 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:49<00:14, 3.33it/s]
>165, c[0.000,100], d[0.117,0.047], g[3.863]
Training on Epoch 21 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:49<00:14, 3.31it/s]
>166, c[0.000,100], d[0.065,0.280], g[3.790]
Training on Epoch 21 =>: 78%|███████████████████████████████████████████ | 167/213 [00:50<00:14, 3.27it/s]
>167, c[0.000,100], d[0.203,0.401], g[3.760]
Training on Epoch 21 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:50<00:13, 3.27it/s]
>168, c[0.000,100], d[0.844,0.085], g[3.331]
Training on Epoch 21 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:50<00:13, 3.33it/s]
>169, c[0.001,100], d[0.512,0.090], g[2.696]
Training on Epoch 21 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:51<00:12, 3.40it/s]
>170, c[0.000,100], d[0.007,0.246], g[1.574]
Training on Epoch 21 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:51<00:12, 3.37it/s]
>171, c[0.000,100], d[0.239,0.373], g[3.638]
Training on Epoch 21 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:51<00:12, 3.41it/s]
>172, c[0.000,100], d[0.172,0.231], g[3.104]
Training on Epoch 21 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:51<00:11, 3.45it/s]
>173, c[0.000,100], d[0.699,0.476], g[2.620]
Training on Epoch 21 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:52<00:11, 3.44it/s]
>174, c[0.000,100], d[0.030,0.071], g[3.049]
Training on Epoch 21 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:52<00:10, 3.47it/s]
>175, c[0.000,100], d[0.145,0.078], g[3.649]
Training on Epoch 21 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:52<00:10, 3.47it/s]
>176, c[0.184,83], d[0.191,0.144], g[2.147]
Training on Epoch 21 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:53<00:10, 3.49it/s]
>177, c[0.000,100], d[0.177,0.033], g[2.653]
Training on Epoch 21 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:53<00:10, 3.48it/s]
>178, c[0.004,100], d[0.016,0.248], g[2.335]
Training on Epoch 21 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:53<00:09, 3.48it/s]
>179, c[0.000,100], d[0.104,0.031], g[2.601]
Training on Epoch 21 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:53<00:09, 3.49it/s]
>180, c[0.041,100], d[0.058,0.081], g[3.623]
Training on Epoch 21 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:54<00:09, 3.47it/s]
>181, c[0.001,100], d[0.386,0.419], g[2.731]
Training on Epoch 21 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:54<00:08, 3.49it/s]
>182, c[0.004,100], d[0.011,0.439], g[2.695]
Training on Epoch 21 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:54<00:08, 3.52it/s]
>183, c[0.000,100], d[0.061,0.109], g[3.629]
Training on Epoch 21 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:55<00:08, 3.50it/s]
>184, c[0.000,100], d[0.185,0.050], g[4.202]
Training on Epoch 21 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:55<00:08, 3.45it/s]
>185, c[0.001,100], d[0.031,0.039], g[3.609]
Training on Epoch 21 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:55<00:07, 3.49it/s]
>186, c[0.002,100], d[0.907,0.040], g[1.671]
Training on Epoch 21 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:55<00:07, 3.49it/s]
>187, c[0.000,100], d[0.011,1.094], g[2.428]
Training on Epoch 21 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:56<00:07, 3.47it/s]
>188, c[0.007,100], d[0.766,0.480], g[3.334]
Training on Epoch 21 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:56<00:06, 3.49it/s]
>189, c[0.000,100], d[0.171,0.064], g[3.263]
Training on Epoch 21 =>: 89%|█████████████████████████████████████████████████ | 190/213 [00:56<00:06, 3.50it/s]
>190, c[0.041,100], d[0.222,0.097], g[2.123]
Training on Epoch 21 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [00:57<00:06, 3.49it/s]
>191, c[0.001,100], d[0.008,0.113], g[2.674]
Training on Epoch 21 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [00:57<00:05, 3.50it/s]
>192, c[0.000,100], d[0.256,0.118], g[2.070]
Training on Epoch 21 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [00:57<00:05, 3.51it/s]
>193, c[0.000,100], d[0.141,0.127], g[1.027]
Training on Epoch 21 =>: 91%|██████████████████████████████████████████████████ | 194/213 [00:57<00:05, 3.50it/s]
>194, c[0.000,100], d[0.121,0.126], g[2.373]
Training on Epoch 21 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [00:58<00:05, 3.48it/s]
>195, c[0.000,100], d[0.737,0.377], g[1.987]
Training on Epoch 21 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [00:58<00:04, 3.48it/s]
>196, c[0.000,100], d[0.022,0.127], g[3.626]
Training on Epoch 21 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [00:58<00:04, 3.49it/s]
>197, c[0.000,100], d[0.480,0.431], g[2.778]
Training on Epoch 21 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [00:59<00:04, 3.50it/s]
>198, c[0.001,100], d[0.007,0.596], g[2.759]
Training on Epoch 21 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [00:59<00:03, 3.51it/s]
>199, c[0.003,100], d[0.123,0.088], g[3.396]
Training on Epoch 21 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [00:59<00:04, 3.16it/s]
>200, c[0.000,100], d[1.014,0.142], g[2.780]
Training on Epoch 21 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:00<00:03, 3.25it/s]
>201, c[0.000,100], d[0.199,0.187], g[2.733]
Training on Epoch 21 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:00<00:03, 3.30it/s]
>202, c[0.000,100], d[0.485,0.207], g[2.261]
Training on Epoch 21 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:00<00:02, 3.36it/s]
>203, c[0.003,100], d[0.038,0.519], g[2.447]
Training on Epoch 21 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:00<00:02, 3.38it/s]
>204, c[0.000,100], d[0.519,0.101], g[2.492]
Training on Epoch 21 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:01<00:02, 3.42it/s]
>205, c[0.002,100], d[0.018,0.153], g[2.339]
Training on Epoch 21 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:01<00:02, 3.44it/s]
>206, c[0.161,83], d[0.178,0.176], g[2.239]
Training on Epoch 21 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:01<00:01, 3.29it/s]
>207, c[0.001,100], d[0.147,0.240], g[2.434]
Training on Epoch 21 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:02<00:01, 3.01it/s]
>208, c[0.000,100], d[0.077,0.140], g[3.230]
Training on Epoch 21 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:02<00:01, 3.14it/s]
>209, c[0.001,100], d[0.149,0.366], g[4.325]
Training on Epoch 21 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:02<00:00, 3.26it/s]
>210, c[0.002,100], d[0.070,0.094], g[3.985]
Training on Epoch 21 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:03<00:00, 3.32it/s]
>211, c[0.055,100], d[0.321,0.155], g[3.904]
Training on Epoch 21 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:03<00:00, 3.33it/s]
>212, c[0.000,100], d[0.106,0.131], g[3.402]
Training on Epoch 21 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:03<00:00, 3.34it/s]
>213, c[0.002,100], d[0.343,0.090], g[2.655]
Classifier Accuracy: 99.377%, Precision: 0.994%, Recall: 0.994%
EPOCHS =>: 42%|█████████████████████████████▊ | 21/50 [27:56<36:20, 75.19s/it]
>Saved: logs/generated_plot_0021.png, logs/g_model_0021.h5, and logs/c_model_0021.h5
Training on Epoch 22 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 22 =>: 0%|▎ | 1/213 [00:00<01:59, 1.78it/s]
>1, c[0.032,99], d[0.073,0.552], g[2.333]
Training on Epoch 22 =>: 1%|▌ | 2/213 [00:00<01:27, 2.42it/s]
>2, c[0.000,100], d[0.146,0.185], g[3.723]
Training on Epoch 22 =>: 1%|▊ | 3/213 [00:01<01:14, 2.83it/s]
>3, c[0.001,100], d[0.057,0.070], g[4.151]
Training on Epoch 22 =>: 2%|█ | 4/213 [00:01<01:09, 3.02it/s]
>4, c[0.000,100], d[0.022,0.389], g[4.196]
Training on Epoch 22 =>: 2%|█▎ | 5/213 [00:01<01:05, 3.17it/s]
>5, c[0.002,100], d[0.399,0.104], g[4.096]
Training on Epoch 22 =>: 3%|█▌ | 6/213 [00:02<01:04, 3.21it/s]
>6, c[0.000,100], d[0.259,0.326], g[3.472]
Training on Epoch 22 =>: 3%|█▊ | 7/213 [00:02<01:03, 3.27it/s]
>7, c[0.000,100], d[0.351,0.043], g[1.519]
Training on Epoch 22 =>: 4%|██▏ | 8/213 [00:02<01:01, 3.34it/s]
>8, c[0.000,100], d[0.034,0.091], g[2.872]
Training on Epoch 22 =>: 4%|██▍ | 9/213 [00:02<01:00, 3.40it/s]
>9, c[0.000,100], d[0.128,0.090], g[2.618]
Training on Epoch 22 =>: 5%|██▋ | 10/213 [00:03<00:59, 3.39it/s]
>10, c[0.000,100], d[0.134,0.418], g[3.435]
Training on Epoch 22 =>: 5%|██▉ | 11/213 [00:03<00:58, 3.43it/s]
>11, c[0.000,100], d[0.012,0.035], g[4.113]
Training on Epoch 22 =>: 6%|███▏ | 12/213 [00:03<00:58, 3.45it/s]
>12, c[0.004,100], d[0.095,1.225], g[3.665]
Training on Epoch 22 =>: 6%|███▍ | 13/213 [00:04<00:58, 3.44it/s]
>13, c[0.000,100], d[0.935,0.095], g[2.800]
Training on Epoch 22 =>: 7%|███▋ | 14/213 [00:04<00:57, 3.45it/s]
>14, c[0.041,100], d[0.078,0.373], g[2.793]
Training on Epoch 22 =>: 7%|███▉ | 15/213 [00:04<00:57, 3.46it/s]
>15, c[0.001,100], d[0.041,1.188], g[2.314]
Training on Epoch 22 =>: 8%|████▏ | 16/213 [00:04<00:56, 3.49it/s]
>16, c[0.000,100], d[0.229,0.125], g[5.502]
Training on Epoch 22 =>: 8%|████▍ | 17/213 [00:05<00:55, 3.50it/s]
>17, c[2.398,67], d[0.681,0.017], g[4.074]
Training on Epoch 22 =>: 8%|████▋ | 18/213 [00:05<00:56, 3.48it/s]
>18, c[0.003,100], d[0.313,0.090], g[2.562]
Training on Epoch 22 =>: 9%|████▉ | 19/213 [00:05<00:55, 3.47it/s]
>19, c[0.106,100], d[0.027,0.189], g[2.196]
Training on Epoch 22 =>: 9%|█████▎ | 20/213 [00:06<00:56, 3.44it/s]
>20, c[1.009,67], d[0.002,1.765], g[1.149]
Training on Epoch 22 =>: 10%|█████▌ | 21/213 [00:06<00:55, 3.45it/s]
>21, c[0.001,100], d[0.208,0.365], g[1.868]
Training on Epoch 22 =>: 10%|█████▊ | 22/213 [00:06<00:55, 3.46it/s]
>22, c[0.001,100], d[0.018,0.227], g[2.391]
Training on Epoch 22 =>: 11%|██████ | 23/213 [00:06<00:54, 3.48it/s]
>23, c[0.002,100], d[0.231,0.194], g[3.544]
Training on Epoch 22 =>: 11%|██████▎ | 24/213 [00:07<00:54, 3.48it/s]
>24, c[0.011,100], d[0.518,0.112], g[1.272]
Training on Epoch 22 =>: 12%|██████▌ | 25/213 [00:07<00:54, 3.46it/s]
>25, c[0.000,100], d[0.040,1.137], g[1.552]
Training on Epoch 22 =>: 12%|██████▊ | 26/213 [00:07<00:53, 3.47it/s]
>26, c[0.008,100], d[0.009,0.236], g[2.938]
Training on Epoch 22 =>: 13%|███████ | 27/213 [00:08<00:53, 3.46it/s]
>27, c[0.000,100], d[0.320,0.120], g[3.502]
Training on Epoch 22 =>: 13%|███████▎ | 28/213 [00:08<00:53, 3.46it/s]
>28, c[0.000,100], d[0.441,0.178], g[1.106]
Training on Epoch 22 =>: 14%|███████▌ | 29/213 [00:08<00:52, 3.50it/s]
>29, c[0.046,100], d[0.162,0.675], g[1.921]
Training on Epoch 22 =>: 14%|███████▉ | 30/213 [00:08<00:52, 3.49it/s]
>30, c[0.000,100], d[0.428,0.402], g[2.327]
Training on Epoch 22 =>: 15%|████████▏ | 31/213 [00:09<00:51, 3.50it/s]
>31, c[0.000,100], d[0.102,0.455], g[3.934]
Training on Epoch 22 =>: 15%|████████▍ | 32/213 [00:09<00:52, 3.46it/s]
>32, c[0.000,100], d[0.312,0.162], g[2.653]
Training on Epoch 22 =>: 15%|████████▋ | 33/213 [00:09<00:52, 3.45it/s]
>33, c[0.000,100], d[0.210,0.133], g[2.940]
Training on Epoch 22 =>: 16%|████████▉ | 34/213 [00:10<00:51, 3.46it/s]
>34, c[0.004,100], d[0.125,0.129], g[2.275]
Training on Epoch 22 =>: 16%|█████████▏ | 35/213 [00:10<00:51, 3.45it/s]
>35, c[0.000,100], d[0.082,0.507], g[2.257]
Training on Epoch 22 =>: 17%|█████████▍ | 36/213 [00:10<00:50, 3.47it/s]
>36, c[0.000,100], d[0.164,0.160], g[2.879]
Training on Epoch 22 =>: 17%|█████████▋ | 37/213 [00:10<00:50, 3.46it/s]
>37, c[0.000,100], d[0.188,0.614], g[2.875]
Training on Epoch 22 =>: 18%|█████████▉ | 38/213 [00:11<00:50, 3.47it/s]
>38, c[0.000,100], d[0.404,0.059], g[2.741]
Training on Epoch 22 =>: 18%|██████████▎ | 39/213 [00:11<00:50, 3.47it/s]
>39, c[0.000,100], d[0.380,0.107], g[2.419]
Training on Epoch 22 =>: 19%|██████████▌ | 40/213 [00:11<00:49, 3.47it/s]
>40, c[0.001,100], d[0.025,0.266], g[1.440]
Training on Epoch 22 =>: 19%|██████████▊ | 41/213 [00:12<00:49, 3.44it/s]
>41, c[0.000,100], d[0.447,0.323], g[2.347]
Training on Epoch 22 =>: 20%|███████████ | 42/213 [00:12<00:49, 3.48it/s]
>42, c[0.000,100], d[0.022,0.182], g[2.899]
Training on Epoch 22 =>: 20%|███████████▎ | 43/213 [00:12<00:48, 3.48it/s]
>43, c[0.000,100], d[0.144,0.070], g[2.821]
Training on Epoch 22 =>: 21%|███████████▌ | 44/213 [00:12<00:48, 3.48it/s]
>44, c[0.000,100], d[0.053,0.146], g[3.070]
Training on Epoch 22 =>: 21%|███████████▊ | 45/213 [00:13<00:48, 3.46it/s]
>45, c[0.000,100], d[0.098,0.497], g[2.951]
Training on Epoch 22 =>: 22%|████████████ | 46/213 [00:13<00:47, 3.48it/s]
>46, c[0.000,100], d[0.645,0.183], g[2.730]
Training on Epoch 22 =>: 22%|████████████▎ | 47/213 [00:13<00:48, 3.44it/s]
>47, c[0.002,100], d[0.066,0.171], g[2.445]
Training on Epoch 22 =>: 23%|████████████▌ | 48/213 [00:14<00:57, 2.88it/s]
>48, c[0.000,100], d[0.567,0.286], g[3.132]
Training on Epoch 22 =>: 23%|████████████▉ | 49/213 [00:14<00:54, 3.02it/s]
>49, c[0.035,100], d[0.629,0.131], g[2.898]
Training on Epoch 22 =>: 23%|█████████████▏ | 50/213 [00:14<00:52, 3.12it/s]
>50, c[0.001,100], d[0.021,1.443], g[3.281]
Training on Epoch 22 =>: 24%|█████████████▍ | 51/213 [00:15<00:51, 3.17it/s]
>51, c[0.001,100], d[0.458,0.335], g[3.825]
Training on Epoch 22 =>: 24%|█████████████▋ | 52/213 [00:15<00:49, 3.28it/s]
>52, c[0.000,100], d[0.182,0.326], g[2.887]
Training on Epoch 22 =>: 25%|█████████████▉ | 53/213 [00:15<00:47, 3.35it/s]
>53, c[0.001,100], d[1.086,0.195], g[2.155]
Training on Epoch 22 =>: 25%|██████████████▏ | 54/213 [00:16<00:51, 3.07it/s]
>54, c[0.001,100], d[0.088,0.237], g[2.575]
Training on Epoch 22 =>: 26%|██████████████▍ | 55/213 [00:16<00:51, 3.04it/s]
>55, c[0.000,100], d[0.003,0.135], g[2.663]
Training on Epoch 22 =>: 26%|██████████████▋ | 56/213 [00:16<00:49, 3.15it/s]
>56, c[0.000,100], d[0.024,0.089], g[2.106]
Training on Epoch 22 =>: 27%|██████████████▉ | 57/213 [00:17<00:47, 3.25it/s]
>57, c[0.000,100], d[0.049,0.622], g[3.475]
Training on Epoch 22 =>: 27%|███████████████▏ | 58/213 [00:17<00:46, 3.33it/s]
>58, c[0.009,100], d[0.177,0.486], g[3.355]
Training on Epoch 22 =>: 28%|███████████████▌ | 59/213 [00:17<00:45, 3.37it/s]
>59, c[0.181,83], d[0.024,0.308], g[3.365]
Training on Epoch 22 =>: 28%|███████████████▊ | 60/213 [00:17<00:45, 3.39it/s]
>60, c[0.001,100], d[0.086,0.059], g[3.532]
Training on Epoch 22 =>: 29%|████████████████ | 61/213 [00:18<00:52, 2.88it/s]
>61, c[0.012,100], d[0.330,0.046], g[2.568]
Training on Epoch 22 =>: 29%|████████████████▎ | 62/213 [00:18<00:49, 3.03it/s]
>62, c[0.003,100], d[0.441,0.776], g[2.118]
Training on Epoch 22 =>: 30%|████████████████▌ | 63/213 [00:19<00:47, 3.15it/s]
>63, c[0.000,100], d[0.039,0.132], g[3.082]
Training on Epoch 22 =>: 30%|████████████████▊ | 64/213 [00:19<00:46, 3.22it/s]
>64, c[0.000,100], d[0.145,0.029], g[3.523]
Training on Epoch 22 =>: 31%|█████████████████ | 65/213 [00:19<00:44, 3.29it/s]
>65, c[0.001,100], d[0.005,0.274], g[4.438]
Training on Epoch 22 =>: 31%|█████████████████▎ | 66/213 [00:19<00:43, 3.34it/s]
>66, c[0.000,100], d[0.271,0.132], g[4.090]
Training on Epoch 22 =>: 31%|█████████████████▌ | 67/213 [00:20<00:46, 3.15it/s]
>67, c[0.000,100], d[0.535,0.046], g[2.412]
Training on Epoch 22 =>: 32%|█████████████████▉ | 68/213 [00:20<00:47, 3.03it/s]
>68, c[0.030,100], d[0.083,0.584], g[3.673]
Training on Epoch 22 =>: 32%|██████████████████▏ | 69/213 [00:20<00:45, 3.14it/s]
>69, c[0.000,100], d[0.025,0.164], g[3.062]
Training on Epoch 22 =>: 33%|██████████████████▍ | 70/213 [00:21<00:44, 3.22it/s]
>70, c[0.000,100], d[0.310,0.048], g[2.724]
Training on Epoch 22 =>: 33%|██████████████████▋ | 71/213 [00:21<00:43, 3.29it/s]
>71, c[0.003,100], d[0.099,0.051], g[1.963]
Training on Epoch 22 =>: 34%|██████████████████▉ | 72/213 [00:21<00:42, 3.33it/s]
>72, c[0.000,100], d[0.024,0.278], g[2.930]
Training on Epoch 22 =>: 34%|███████████████████▏ | 73/213 [00:22<00:41, 3.36it/s]
>73, c[0.000,100], d[0.076,0.037], g[3.045]
Training on Epoch 22 =>: 35%|███████████████████▍ | 74/213 [00:22<00:48, 2.84it/s]
>74, c[0.000,100], d[0.015,0.263], g[3.473]
Training on Epoch 22 =>: 35%|███████████████████▋ | 75/213 [00:22<00:45, 3.02it/s]
>75, c[0.016,100], d[0.034,0.283], g[2.835]
Training on Epoch 22 =>: 36%|███████████████████▉ | 76/213 [00:23<00:44, 3.06it/s]
>76, c[0.000,100], d[0.488,0.188], g[3.652]
Training on Epoch 22 =>: 36%|████████████████████▏ | 77/213 [00:23<00:42, 3.20it/s]
>77, c[0.001,100], d[0.132,0.051], g[3.002]
Training on Epoch 22 =>: 37%|████████████████████▌ | 78/213 [00:23<00:41, 3.29it/s]
>78, c[0.000,100], d[0.178,0.264], g[2.471]
Training on Epoch 22 =>: 37%|████████████████████▊ | 79/213 [00:23<00:39, 3.36it/s]
>79, c[0.000,100], d[0.525,0.101], g[2.101]
Training on Epoch 22 =>: 38%|█████████████████████ | 80/213 [00:24<00:40, 3.27it/s]
>80, c[0.000,100], d[0.502,0.895], g[1.727]
Training on Epoch 22 =>: 38%|█████████████████████▎ | 81/213 [00:24<00:45, 2.90it/s]
>81, c[0.000,100], d[0.603,0.147], g[2.704]
Training on Epoch 22 =>: 38%|█████████████████████▌ | 82/213 [00:25<00:43, 3.04it/s]
>82, c[0.000,100], d[0.354,0.353], g[2.209]
Training on Epoch 22 =>: 39%|█████████████████████▊ | 83/213 [00:25<00:41, 3.13it/s]
>83, c[0.000,100], d[0.163,0.258], g[2.452]
Training on Epoch 22 =>: 39%|██████████████████████ | 84/213 [00:25<00:40, 3.17it/s]
>84, c[0.000,100], d[0.123,0.268], g[3.241]
Training on Epoch 22 =>: 40%|██████████████████████▎ | 85/213 [00:25<00:39, 3.21it/s]
>85, c[0.048,100], d[0.043,0.118], g[2.377]
Training on Epoch 22 =>: 40%|██████████████████████▌ | 86/213 [00:26<00:39, 3.20it/s]
>86, c[0.000,100], d[0.049,0.050], g[3.720]
Training on Epoch 22 =>: 41%|██████████████████████▊ | 87/213 [00:26<00:38, 3.28it/s]
>87, c[0.000,100], d[0.142,0.104], g[3.196]
Training on Epoch 22 =>: 41%|███████████████████████▏ | 88/213 [00:26<00:38, 3.24it/s]
>88, c[0.000,100], d[0.529,0.095], g[2.130]
Training on Epoch 22 =>: 42%|███████████████████████▍ | 89/213 [00:27<00:37, 3.30it/s]
>89, c[0.000,100], d[0.377,0.271], g[2.435]
Training on Epoch 22 =>: 42%|███████████████████████▋ | 90/213 [00:27<00:36, 3.35it/s]
>90, c[0.000,100], d[0.054,0.141], g[2.991]
Training on Epoch 22 =>: 43%|███████████████████████▉ | 91/213 [00:27<00:36, 3.35it/s]
>91, c[0.000,100], d[0.077,0.115], g[2.003]
Training on Epoch 22 =>: 43%|████████████████████████▏ | 92/213 [00:28<00:36, 3.36it/s]
>92, c[0.000,100], d[0.005,0.064], g[2.015]
Training on Epoch 22 =>: 44%|████████████████████████▍ | 93/213 [00:28<00:35, 3.41it/s]
>93, c[0.000,100], d[0.397,0.056], g[2.972]
Training on Epoch 22 =>: 44%|████████████████████████▋ | 94/213 [00:28<00:34, 3.43it/s]
>94, c[0.000,100], d[0.084,0.362], g[2.591]
Training on Epoch 22 =>: 45%|████████████████████████▉ | 95/213 [00:28<00:34, 3.46it/s]
>95, c[0.000,100], d[0.027,0.048], g[3.560]
Training on Epoch 22 =>: 45%|█████████████████████████▏ | 96/213 [00:29<00:33, 3.48it/s]
>96, c[0.000,100], d[0.093,0.080], g[3.223]
Training on Epoch 22 =>: 46%|█████████████████████████▌ | 97/213 [00:29<00:34, 3.41it/s]
>97, c[0.000,100], d[0.348,0.261], g[2.771]
Training on Epoch 22 =>: 46%|█████████████████████████▊ | 98/213 [00:29<00:33, 3.43it/s]
>98, c[0.000,100], d[0.015,0.047], g[3.622]
Training on Epoch 22 =>: 46%|██████████████████████████ | 99/213 [00:30<00:33, 3.44it/s]
>99, c[0.000,100], d[0.018,0.056], g[1.860]
Training on Epoch 22 =>: 47%|█████████████████████████▊ | 100/213 [00:30<00:33, 3.40it/s]
>100, c[0.000,100], d[0.036,1.059], g[5.484]
Training on Epoch 22 =>: 47%|██████████████████████████ | 101/213 [00:30<00:33, 3.36it/s]
>101, c[0.000,100], d[0.469,0.252], g[2.595]
Training on Epoch 22 =>: 48%|██████████████████████████▎ | 102/213 [00:30<00:33, 3.33it/s]
>102, c[0.000,100], d[0.169,0.107], g[3.550]
Training on Epoch 22 =>: 48%|██████████████████████████▌ | 103/213 [00:31<00:33, 3.32it/s]
>103, c[0.000,100], d[0.338,0.099], g[2.653]
Training on Epoch 22 =>: 49%|██████████████████████████▊ | 104/213 [00:31<00:32, 3.32it/s]
>104, c[0.000,100], d[0.023,0.420], g[2.273]
Training on Epoch 22 =>: 49%|███████████████████████████ | 105/213 [00:31<00:32, 3.37it/s]
>105, c[0.000,100], d[0.539,0.176], g[2.652]
Training on Epoch 22 =>: 50%|███████████████████████████▎ | 106/213 [00:32<00:32, 3.33it/s]
>106, c[0.001,100], d[0.121,0.289], g[2.635]
Training on Epoch 22 =>: 50%|███████████████████████████▋ | 107/213 [00:32<00:31, 3.35it/s]
>107, c[0.000,100], d[0.466,0.053], g[3.463]
Training on Epoch 22 =>: 51%|███████████████████████████▉ | 108/213 [00:32<00:31, 3.37it/s]
>108, c[0.000,100], d[0.736,0.095], g[2.350]
Training on Epoch 22 =>: 51%|████████████████████████████▏ | 109/213 [00:33<00:30, 3.40it/s]
>109, c[0.000,100], d[0.030,0.863], g[3.036]
Training on Epoch 22 =>: 52%|████████████████████████████▍ | 110/213 [00:33<00:30, 3.41it/s]
>110, c[0.001,100], d[0.049,0.167], g[3.059]
Training on Epoch 22 =>: 52%|████████████████████████████▋ | 111/213 [00:33<00:30, 3.33it/s]
>111, c[0.007,100], d[0.344,0.053], g[3.918]
Training on Epoch 22 =>: 53%|████████████████████████████▉ | 112/213 [00:33<00:30, 3.34it/s]
>112, c[0.000,100], d[0.051,0.059], g[3.660]
Training on Epoch 22 =>: 53%|█████████████████████████████▏ | 113/213 [00:34<00:29, 3.36it/s]
>113, c[0.000,100], d[0.536,0.066], g[2.674]
Training on Epoch 22 =>: 54%|█████████████████████████████▍ | 114/213 [00:34<00:29, 3.38it/s]
>114, c[0.000,100], d[0.296,0.316], g[2.300]
Training on Epoch 22 =>: 54%|█████████████████████████████▋ | 115/213 [00:34<00:28, 3.40it/s]
>115, c[0.000,100], d[0.055,0.124], g[2.816]
Training on Epoch 22 =>: 54%|█████████████████████████████▉ | 116/213 [00:35<00:28, 3.38it/s]
>116, c[0.000,100], d[0.107,0.140], g[3.091]
Training on Epoch 22 =>: 55%|██████████████████████████████▏ | 117/213 [00:35<00:28, 3.34it/s]
>117, c[0.000,100], d[0.356,1.439], g[3.965]
Training on Epoch 22 =>: 55%|██████████████████████████████▍ | 118/213 [00:35<00:28, 3.34it/s]
>118, c[0.000,100], d[0.796,0.090], g[3.166]
Training on Epoch 22 =>: 56%|██████████████████████████████▋ | 119/213 [00:36<00:27, 3.38it/s]
>119, c[0.000,100], d[0.061,0.152], g[3.031]
Training on Epoch 22 =>: 56%|██████████████████████████████▉ | 120/213 [00:36<00:27, 3.38it/s]
>120, c[0.026,100], d[0.064,0.133], g[4.673]
Training on Epoch 22 =>: 57%|███████████████████████████████▏ | 121/213 [00:36<00:26, 3.41it/s]
>121, c[0.000,100], d[0.081,0.239], g[3.634]
Training on Epoch 22 =>: 57%|███████████████████████████████▌ | 122/213 [00:36<00:26, 3.40it/s]
>122, c[0.000,100], d[0.943,0.779], g[2.421]
Training on Epoch 22 =>: 58%|███████████████████████████████▊ | 123/213 [00:37<00:26, 3.35it/s]
>123, c[0.001,100], d[0.273,0.251], g[2.310]
Training on Epoch 22 =>: 58%|████████████████████████████████ | 124/213 [00:37<00:26, 3.32it/s]
>124, c[0.000,100], d[0.135,0.543], g[2.551]
Training on Epoch 22 =>: 59%|████████████████████████████████▎ | 125/213 [00:37<00:26, 3.30it/s]
>125, c[0.000,100], d[0.005,0.087], g[3.832]
Training on Epoch 22 =>: 59%|████████████████████████████████▌ | 126/213 [00:38<00:26, 3.33it/s]
>126, c[0.005,100], d[0.079,0.091], g[3.335]
Training on Epoch 22 =>: 60%|████████████████████████████████▊ | 127/213 [00:38<00:25, 3.33it/s]
>127, c[0.000,100], d[0.299,0.284], g[2.272]
Training on Epoch 22 =>: 60%|█████████████████████████████████ | 128/213 [00:38<00:25, 3.40it/s]
>128, c[0.001,100], d[0.692,0.064], g[2.564]
Training on Epoch 22 =>: 61%|█████████████████████████████████▎ | 129/213 [00:38<00:24, 3.42it/s]
>129, c[0.001,100], d[0.337,0.097], g[1.606]
Training on Epoch 22 =>: 61%|█████████████████████████████████▌ | 130/213 [00:39<00:24, 3.41it/s]
>130, c[0.000,100], d[0.002,0.103], g[3.299]
Training on Epoch 22 =>: 62%|█████████████████████████████████▊ | 131/213 [00:39<00:24, 3.40it/s]
>131, c[0.000,100], d[0.286,0.161], g[2.483]
Training on Epoch 22 =>: 62%|██████████████████████████████████ | 132/213 [00:39<00:23, 3.41it/s]
>132, c[0.001,100], d[0.085,0.170], g[2.867]
Training on Epoch 22 =>: 62%|██████████████████████████████████▎ | 133/213 [00:40<00:23, 3.40it/s]
>133, c[0.000,100], d[0.016,0.164], g[2.585]
Training on Epoch 22 =>: 63%|██████████████████████████████████▌ | 134/213 [00:40<00:23, 3.41it/s]
>134, c[0.000,100], d[0.066,0.124], g[2.553]
Training on Epoch 22 =>: 63%|██████████████████████████████████▊ | 135/213 [00:40<00:22, 3.40it/s]
>135, c[0.000,100], d[0.078,0.051], g[2.220]
Training on Epoch 22 =>: 64%|███████████████████████████████████ | 136/213 [00:41<00:22, 3.44it/s]
>136, c[0.000,100], d[0.792,0.395], g[1.517]
Training on Epoch 22 =>: 64%|███████████████████████████████████▍ | 137/213 [00:41<00:22, 3.44it/s]
>137, c[0.000,100], d[0.239,0.572], g[4.195]
Training on Epoch 22 =>: 65%|███████████████████████████████████▋ | 138/213 [00:41<00:21, 3.45it/s]
>138, c[0.001,100], d[0.580,0.108], g[4.650]
Training on Epoch 22 =>: 65%|███████████████████████████████████▉ | 139/213 [00:41<00:21, 3.43it/s]
>139, c[0.000,100], d[0.296,0.234], g[4.009]
Training on Epoch 22 =>: 66%|████████████████████████████████████▏ | 140/213 [00:42<00:21, 3.46it/s]
>140, c[0.001,100], d[0.577,0.303], g[2.756]
Training on Epoch 22 =>: 66%|████████████████████████████████████▍ | 141/213 [00:42<00:20, 3.46it/s]
>141, c[0.000,100], d[0.208,0.117], g[3.142]
Training on Epoch 22 =>: 67%|████████████████████████████████████▋ | 142/213 [00:42<00:20, 3.44it/s]
>142, c[0.000,100], d[0.040,0.092], g[4.153]
Training on Epoch 22 =>: 67%|████████████████████████████████████▉ | 143/213 [00:43<00:20, 3.42it/s]
>143, c[0.000,100], d[0.002,0.128], g[2.993]
Training on Epoch 22 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:43<00:19, 3.45it/s]
>144, c[0.000,100], d[0.296,0.140], g[3.761]
Training on Epoch 22 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:43<00:19, 3.46it/s]
>145, c[0.000,100], d[0.136,0.125], g[3.318]
Training on Epoch 22 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:43<00:19, 3.46it/s]
>146, c[0.002,100], d[0.567,1.123], g[3.820]
Training on Epoch 22 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:44<00:19, 3.45it/s]
>147, c[0.000,100], d[0.475,0.333], g[2.191]
Training on Epoch 22 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:44<00:18, 3.49it/s]
>148, c[0.000,100], d[0.494,0.352], g[2.976]
Training on Epoch 22 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:44<00:18, 3.50it/s]
>149, c[0.000,100], d[0.090,0.352], g[2.632]
Training on Epoch 22 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:45<00:18, 3.46it/s]
>150, c[0.000,100], d[0.449,0.053], g[3.458]
Training on Epoch 22 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:45<00:18, 3.32it/s]
>151, c[0.000,100], d[0.546,0.152], g[1.764]
Training on Epoch 22 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:45<00:19, 3.21it/s]
>152, c[0.000,100], d[0.092,0.870], g[2.910]
Training on Epoch 22 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:46<00:18, 3.22it/s]
>153, c[0.000,100], d[0.025,0.045], g[3.194]
Training on Epoch 22 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:46<00:19, 2.99it/s]
>154, c[0.002,100], d[0.266,0.037], g[3.235]
Training on Epoch 22 =>: 73%|████████████████████████████████████████ | 155/213 [00:46<00:19, 2.90it/s]
>155, c[0.000,100], d[1.245,0.078], g[2.591]
Training on Epoch 22 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:47<00:19, 2.99it/s]
>156, c[0.000,100], d[0.176,0.180], g[2.728]
Training on Epoch 22 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:47<00:17, 3.12it/s]
>157, c[0.000,100], d[0.002,0.152], g[2.732]
Training on Epoch 22 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:47<00:17, 3.18it/s]
>158, c[0.000,100], d[0.434,0.238], g[2.646]
Training on Epoch 22 =>: 75%|█████████████████████████████████████████ | 159/213 [00:48<00:16, 3.21it/s]
>159, c[0.000,100], d[0.194,1.007], g[3.250]
Training on Epoch 22 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:48<00:16, 3.25it/s]
>160, c[0.000,100], d[0.619,0.114], g[2.829]
Training on Epoch 22 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:48<00:20, 2.51it/s]
>161, c[0.000,100], d[0.104,0.744], g[2.709]
Training on Epoch 22 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:49<00:19, 2.68it/s]
>162, c[0.001,100], d[0.499,0.043], g[1.832]
Training on Epoch 22 =>: 77%|██████████████████████████████████████████ | 163/213 [00:49<00:17, 2.85it/s]
>163, c[0.000,100], d[0.113,0.461], g[2.449]
Training on Epoch 22 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:49<00:16, 2.96it/s]
>164, c[0.001,100], d[0.142,0.885], g[3.175]
Training on Epoch 22 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:50<00:15, 3.07it/s]
>165, c[0.000,100], d[0.208,0.088], g[2.961]
Training on Epoch 22 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:50<00:21, 2.23it/s]
>166, c[0.000,100], d[0.090,0.080], g[2.417]
Training on Epoch 22 =>: 78%|███████████████████████████████████████████ | 167/213 [00:51<00:19, 2.35it/s]
>167, c[0.012,100], d[0.031,0.300], g[4.235]
Training on Epoch 22 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:51<00:18, 2.43it/s]
>168, c[0.000,100], d[0.465,0.119], g[3.388]
Training on Epoch 22 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:52<00:17, 2.45it/s]
>169, c[0.000,100], d[0.139,0.049], g[3.551]
Training on Epoch 22 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:52<00:17, 2.50it/s]
>170, c[0.000,100], d[0.084,0.090], g[3.262]
Training on Epoch 22 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:53<00:21, 1.96it/s]
>171, c[0.000,100], d[0.193,0.169], g[3.776]
Training on Epoch 22 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:53<00:19, 2.11it/s]
>172, c[0.007,100], d[0.388,0.167], g[2.937]
Training on Epoch 22 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:53<00:17, 2.30it/s]
>173, c[0.000,100], d[0.158,0.145], g[2.739]
Training on Epoch 22 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:54<00:16, 2.42it/s]
>174, c[0.000,100], d[0.038,0.019], g[3.192]
Training on Epoch 22 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:55<00:19, 1.96it/s]
>175, c[0.004,100], d[0.135,0.495], g[2.784]
Training on Epoch 22 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:55<00:17, 2.15it/s]
>176, c[0.000,100], d[0.268,0.054], g[2.526]
Training on Epoch 22 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:55<00:15, 2.37it/s]
>177, c[0.000,100], d[0.086,0.128], g[2.625]
Training on Epoch 22 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:56<00:13, 2.56it/s]
>178, c[0.000,100], d[0.262,0.355], g[2.661]
Training on Epoch 22 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:56<00:12, 2.71it/s]
>179, c[0.000,100], d[0.066,0.082], g[3.058]
Training on Epoch 22 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:56<00:11, 2.77it/s]
>180, c[0.000,100], d[0.689,0.977], g[3.556]
Training on Epoch 22 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:57<00:14, 2.23it/s]
>181, c[0.001,100], d[0.373,0.093], g[3.365]
Training on Epoch 22 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:57<00:12, 2.43it/s]
>182, c[0.000,100], d[0.766,0.109], g[2.879]
Training on Epoch 22 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:57<00:11, 2.62it/s]
>183, c[0.001,100], d[0.401,0.329], g[2.519]
Training on Epoch 22 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:58<00:10, 2.70it/s]
>184, c[0.013,100], d[0.730,0.511], g[1.891]
Training on Epoch 22 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:58<00:10, 2.80it/s]
>185, c[0.000,100], d[0.044,0.154], g[3.557]
Training on Epoch 22 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:59<00:10, 2.53it/s]
>186, c[0.000,100], d[0.389,0.121], g[1.688]
Training on Epoch 22 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:59<00:09, 2.63it/s]
>187, c[0.000,100], d[0.612,0.491], g[2.226]
Training on Epoch 22 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:59<00:09, 2.73it/s]
>188, c[0.000,100], d[0.037,0.582], g[2.712]
Training on Epoch 22 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:00<00:08, 2.86it/s]
>189, c[0.000,100], d[0.035,0.040], g[3.010]
Training on Epoch 22 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:00<00:07, 2.99it/s]
>190, c[0.000,100], d[0.071,0.186], g[3.467]
Training on Epoch 22 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:00<00:07, 3.10it/s]
>191, c[0.000,100], d[0.072,0.035], g[3.055]
Training on Epoch 22 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:00<00:06, 3.18it/s]
>192, c[0.004,100], d[0.472,0.285], g[3.733]
Training on Epoch 22 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:01<00:06, 3.26it/s]
>193, c[0.000,100], d[0.166,0.253], g[3.325]
Training on Epoch 22 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:01<00:05, 3.31it/s]
>194, c[0.000,100], d[0.036,0.241], g[4.012]
Training on Epoch 22 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:01<00:05, 3.32it/s]
>195, c[0.000,100], d[0.614,0.320], g[3.634]
Training on Epoch 22 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:02<00:05, 3.30it/s]
>196, c[0.000,100], d[0.200,0.121], g[2.582]
Training on Epoch 22 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:02<00:04, 3.23it/s]
>197, c[0.000,100], d[0.234,0.042], g[2.768]
Training on Epoch 22 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:02<00:04, 3.29it/s]
>198, c[0.000,100], d[0.317,0.345], g[3.277]
Training on Epoch 22 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:03<00:04, 3.33it/s]
>199, c[0.001,100], d[0.141,0.123], g[2.689]
Training on Epoch 22 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:03<00:03, 3.35it/s]
>200, c[0.000,100], d[0.048,0.129], g[3.386]
Training on Epoch 22 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:03<00:03, 3.37it/s]
>201, c[0.000,100], d[0.047,0.203], g[3.352]
Training on Epoch 22 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:03<00:03, 3.36it/s]
>202, c[0.000,100], d[0.121,0.074], g[3.740]
Training on Epoch 22 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:04<00:02, 3.37it/s]
>203, c[0.000,100], d[0.044,0.168], g[3.225]
Training on Epoch 22 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:04<00:02, 3.31it/s]
>204, c[0.000,100], d[0.604,0.173], g[2.036]
Training on Epoch 22 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:04<00:02, 3.34it/s]
>205, c[0.000,100], d[0.112,0.208], g[2.824]
Training on Epoch 22 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:05<00:02, 3.33it/s]
>206, c[0.000,100], d[0.229,0.154], g[2.266]
Training on Epoch 22 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:05<00:01, 3.33it/s]
>207, c[0.000,100], d[0.123,0.335], g[2.651]
Training on Epoch 22 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:05<00:01, 3.25it/s]
>208, c[0.001,100], d[0.082,0.061], g[4.134]
Training on Epoch 22 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:06<00:01, 3.23it/s]
>209, c[0.000,100], d[0.085,0.591], g[3.017]
Training on Epoch 22 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:06<00:00, 3.30it/s]
>210, c[0.000,100], d[0.161,0.029], g[3.337]
Training on Epoch 22 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:06<00:00, 3.34it/s]
>211, c[0.002,100], d[0.319,0.339], g[3.110]
Training on Epoch 22 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:07<00:00, 3.34it/s]
>212, c[0.000,100], d[0.089,0.056], g[3.941]
Training on Epoch 22 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:07<00:00, 3.16it/s]
>213, c[0.000,100], d[0.230,0.084], g[3.765]
EPOCHS =>: 44%|███████████████████████████████▏ | 22/50 [29:04<34:08, 73.16s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 23 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 23 =>: 0%|▎ | 1/213 [00:00<01:03, 3.34it/s]
>1, c[0.000,100], d[0.065,0.100], g[2.630]
Training on Epoch 23 =>: 1%|▌ | 2/213 [00:00<01:02, 3.39it/s]
>2, c[0.000,100], d[0.027,0.183], g[3.812]
Training on Epoch 23 =>: 1%|▊ | 3/213 [00:00<01:02, 3.37it/s]
>3, c[0.000,100], d[0.609,1.029], g[3.395]
Training on Epoch 23 =>: 2%|█ | 4/213 [00:01<01:01, 3.39it/s]
>4, c[0.000,100], d[0.308,0.085], g[2.208]
Training on Epoch 23 =>: 2%|█▎ | 5/213 [00:01<01:00, 3.42it/s]
>5, c[0.000,100], d[0.120,0.095], g[1.613]
Training on Epoch 23 =>: 3%|█▌ | 6/213 [00:01<01:01, 3.39it/s]
>6, c[0.000,100], d[0.506,0.126], g[2.587]
Training on Epoch 23 =>: 3%|█▊ | 7/213 [00:02<01:00, 3.39it/s]
>7, c[0.001,100], d[0.009,0.452], g[2.783]
Training on Epoch 23 =>: 4%|██▏ | 8/213 [00:02<00:59, 3.43it/s]
>8, c[0.000,100], d[0.596,0.069], g[2.264]
Training on Epoch 23 =>: 4%|██▍ | 9/213 [00:02<00:59, 3.40it/s]
>9, c[0.001,100], d[0.513,0.317], g[3.078]
Training on Epoch 23 =>: 5%|██▋ | 10/213 [00:02<00:59, 3.41it/s]
>10, c[0.001,100], d[0.315,0.227], g[1.778]
Training on Epoch 23 =>: 5%|██▉ | 11/213 [00:03<00:58, 3.43it/s]
>11, c[0.000,100], d[0.559,0.182], g[3.517]
Training on Epoch 23 =>: 6%|███▏ | 12/213 [00:03<00:58, 3.44it/s]
>12, c[0.000,100], d[0.054,0.085], g[2.153]
Training on Epoch 23 =>: 6%|███▍ | 13/213 [00:03<00:59, 3.34it/s]
>13, c[0.000,100], d[0.006,0.050], g[2.297]
Training on Epoch 23 =>: 7%|███▋ | 14/213 [00:04<01:00, 3.27it/s]
>14, c[0.000,100], d[0.128,0.182], g[3.054]
Training on Epoch 23 =>: 7%|███▉ | 15/213 [00:04<00:59, 3.31it/s]
>15, c[0.001,100], d[0.060,0.560], g[4.000]
Training on Epoch 23 =>: 8%|████▏ | 16/213 [00:04<01:00, 3.28it/s]
>16, c[0.000,100], d[0.471,1.253], g[3.298]
Training on Epoch 23 =>: 8%|████▍ | 17/213 [00:05<01:00, 3.23it/s]
>17, c[0.000,100], d[0.288,0.008], g[2.542]
Training on Epoch 23 =>: 8%|████▋ | 18/213 [00:05<01:00, 3.25it/s]
>18, c[0.000,100], d[0.619,0.116], g[3.946]
Training on Epoch 23 =>: 9%|████▉ | 19/213 [00:05<00:58, 3.31it/s]
>19, c[0.000,100], d[0.798,0.139], g[2.409]
Training on Epoch 23 =>: 9%|█████▎ | 20/213 [00:05<00:57, 3.35it/s]
>20, c[0.004,100], d[0.033,0.200], g[1.449]
Training on Epoch 23 =>: 10%|█████▌ | 21/213 [00:06<00:57, 3.36it/s]
>21, c[0.000,100], d[0.040,0.654], g[2.450]
Training on Epoch 23 =>: 10%|█████▊ | 22/213 [00:06<00:56, 3.35it/s]
>22, c[0.000,100], d[0.279,0.095], g[3.328]
Training on Epoch 23 =>: 11%|██████ | 23/213 [00:06<00:56, 3.35it/s]
>23, c[0.000,100], d[0.268,0.035], g[1.715]
Training on Epoch 23 =>: 11%|██████▎ | 24/213 [00:07<00:56, 3.36it/s]
>24, c[0.001,100], d[0.008,0.071], g[2.188]
Training on Epoch 23 =>: 12%|██████▌ | 25/213 [00:07<00:56, 3.35it/s]
>25, c[0.004,100], d[0.566,0.291], g[2.743]
Training on Epoch 23 =>: 12%|██████▊ | 26/213 [00:07<01:04, 2.88it/s]
>26, c[0.000,100], d[0.253,0.127], g[2.075]
Training on Epoch 23 =>: 13%|███████ | 27/213 [00:08<01:00, 3.05it/s]
>27, c[0.000,100], d[0.015,0.208], g[2.040]
Training on Epoch 23 =>: 13%|███████▎ | 28/213 [00:08<00:58, 3.18it/s]
>28, c[0.000,100], d[0.511,0.336], g[2.385]
Training on Epoch 23 =>: 14%|███████▌ | 29/213 [00:08<00:56, 3.25it/s]
>29, c[0.000,100], d[0.078,0.201], g[2.390]
Training on Epoch 23 =>: 14%|███████▉ | 30/213 [00:09<00:56, 3.26it/s]
>30, c[0.000,100], d[0.513,0.546], g[1.552]
Training on Epoch 23 =>: 15%|████████▏ | 31/213 [00:09<00:54, 3.32it/s]
>31, c[0.000,100], d[0.106,0.196], g[3.285]
Training on Epoch 23 =>: 15%|████████▍ | 32/213 [00:09<00:56, 3.23it/s]
>32, c[0.000,100], d[0.429,0.117], g[2.530]
Training on Epoch 23 =>: 15%|████████▋ | 33/213 [00:10<00:57, 3.12it/s]
>33, c[0.000,100], d[0.042,0.204], g[3.168]
Training on Epoch 23 =>: 16%|████████▉ | 34/213 [00:10<00:55, 3.21it/s]
>34, c[0.005,100], d[0.021,0.052], g[2.623]
Training on Epoch 23 =>: 16%|█████████▏ | 35/213 [00:10<00:55, 3.22it/s]
>35, c[0.000,100], d[0.161,0.077], g[2.431]
Training on Epoch 23 =>: 17%|█████████▍ | 36/213 [00:10<00:53, 3.29it/s]
>36, c[0.000,100], d[0.005,0.370], g[2.718]
Training on Epoch 23 =>: 17%|█████████▋ | 37/213 [00:11<00:53, 3.31it/s]
>37, c[0.000,100], d[0.384,0.071], g[2.765]
Training on Epoch 23 =>: 18%|█████████▉ | 38/213 [00:11<00:51, 3.37it/s]
>38, c[0.000,100], d[0.176,0.744], g[2.933]
Training on Epoch 23 =>: 18%|██████████▎ | 39/213 [00:11<00:51, 3.35it/s]
>39, c[0.000,100], d[0.660,0.201], g[2.677]
Training on Epoch 23 =>: 19%|██████████▌ | 40/213 [00:12<00:51, 3.38it/s]
>40, c[0.000,100], d[0.287,0.246], g[3.793]
Training on Epoch 23 =>: 19%|██████████▊ | 41/213 [00:12<00:51, 3.34it/s]
>41, c[0.000,100], d[0.247,0.295], g[3.140]
Training on Epoch 23 =>: 20%|███████████ | 42/213 [00:12<00:51, 3.34it/s]
>42, c[0.012,100], d[0.275,0.221], g[3.238]
Training on Epoch 23 =>: 20%|███████████▎ | 43/213 [00:12<00:50, 3.37it/s]
>43, c[0.000,100], d[0.167,0.089], g[2.942]
Training on Epoch 23 =>: 21%|███████████▌ | 44/213 [00:13<00:49, 3.39it/s]
>44, c[0.000,100], d[0.024,0.104], g[4.044]
Training on Epoch 23 =>: 21%|███████████▊ | 45/213 [00:13<00:49, 3.37it/s]
>45, c[0.000,100], d[0.254,0.444], g[3.593]
Training on Epoch 23 =>: 22%|████████████ | 46/213 [00:13<00:49, 3.37it/s]
>46, c[0.000,100], d[0.069,0.056], g[2.036]
Training on Epoch 23 =>: 22%|████████████▎ | 47/213 [00:14<00:48, 3.39it/s]
>47, c[0.000,100], d[0.179,0.102], g[3.252]
Training on Epoch 23 =>: 23%|████████████▌ | 48/213 [00:14<00:56, 2.95it/s]
>48, c[0.000,100], d[0.636,0.123], g[2.233]
Training on Epoch 23 =>: 23%|████████████▉ | 49/213 [00:14<00:53, 3.09it/s]
>49, c[0.000,100], d[0.015,0.073], g[2.672]
Training on Epoch 23 =>: 23%|█████████████▏ | 50/213 [00:15<00:51, 3.18it/s]
>50, c[0.000,100], d[0.002,0.235], g[3.388]
Training on Epoch 23 =>: 24%|█████████████▍ | 51/213 [00:15<00:50, 3.23it/s]
>51, c[0.000,100], d[0.090,0.073], g[3.147]
Training on Epoch 23 =>: 24%|█████████████▋ | 52/213 [00:15<00:49, 3.26it/s]
>52, c[0.001,100], d[0.021,0.037], g[3.742]
Training on Epoch 23 =>: 25%|█████████████▉ | 53/213 [00:16<00:48, 3.31it/s]
>53, c[0.000,100], d[0.058,0.230], g[2.765]
Training on Epoch 23 =>: 25%|██████████████▏ | 54/213 [00:16<00:50, 3.14it/s]
>54, c[0.000,100], d[0.978,1.330], g[2.298]
Training on Epoch 23 =>: 26%|██████████████▍ | 55/213 [00:16<00:50, 3.15it/s]
>55, c[0.000,100], d[0.041,0.096], g[2.318]
Training on Epoch 23 =>: 26%|██████████████▋ | 56/213 [00:17<00:48, 3.20it/s]
>56, c[0.001,100], d[0.175,0.040], g[3.538]
Training on Epoch 23 =>: 27%|██████████████▉ | 57/213 [00:17<00:48, 3.23it/s]
>57, c[0.000,100], d[0.148,0.461], g[3.039]
Training on Epoch 23 =>: 27%|███████████████▏ | 58/213 [00:17<00:46, 3.31it/s]
>58, c[0.000,100], d[0.288,0.278], g[2.561]
Training on Epoch 23 =>: 28%|███████████████▌ | 59/213 [00:17<00:46, 3.33it/s]
>59, c[0.000,100], d[0.033,0.042], g[3.437]
Training on Epoch 23 =>: 28%|███████████████▊ | 60/213 [00:18<00:45, 3.36it/s]
>60, c[0.000,100], d[0.018,0.059], g[3.791]
Training on Epoch 23 =>: 29%|████████████████ | 61/213 [00:18<00:52, 2.91it/s]
>61, c[0.000,100], d[0.051,0.097], g[3.244]
Training on Epoch 23 =>: 29%|████████████████▎ | 62/213 [00:18<00:49, 3.04it/s]
>62, c[0.003,100], d[0.108,0.032], g[2.327]
Training on Epoch 23 =>: 30%|████████████████▌ | 63/213 [00:19<00:47, 3.13it/s]
>63, c[0.000,100], d[0.108,0.049], g[3.050]
Training on Epoch 23 =>: 30%|████████████████▊ | 64/213 [00:19<00:46, 3.22it/s]
>64, c[0.000,100], d[0.010,0.053], g[2.600]
Training on Epoch 23 =>: 31%|█████████████████ | 65/213 [00:19<00:45, 3.24it/s]
>65, c[0.000,100], d[0.033,0.062], g[3.464]
Training on Epoch 23 =>: 31%|█████████████████▎ | 66/213 [00:20<00:44, 3.29it/s]
>66, c[0.001,100], d[0.130,0.049], g[2.567]
Training on Epoch 23 =>: 31%|█████████████████▌ | 67/213 [00:20<00:45, 3.23it/s]
>67, c[0.001,100], d[0.105,0.504], g[3.619]
Training on Epoch 23 =>: 32%|█████████████████▉ | 68/213 [00:20<00:48, 2.99it/s]
>68, c[0.000,100], d[0.176,0.160], g[3.361]
Training on Epoch 23 =>: 32%|██████████████████▏ | 69/213 [00:21<00:46, 3.11it/s]
>69, c[0.000,100], d[0.039,0.023], g[4.226]
Training on Epoch 23 =>: 33%|██████████████████▍ | 70/213 [00:21<00:44, 3.24it/s]
>70, c[0.000,100], d[0.166,0.195], g[3.093]
Training on Epoch 23 =>: 33%|██████████████████▋ | 71/213 [00:21<00:43, 3.28it/s]
>71, c[0.000,100], d[0.140,0.071], g[3.249]
Training on Epoch 23 =>: 34%|██████████████████▉ | 72/213 [00:22<00:42, 3.34it/s]
>72, c[0.000,100], d[0.156,0.058], g[3.675]
Training on Epoch 23 =>: 34%|███████████████████▏ | 73/213 [00:22<00:41, 3.36it/s]
>73, c[0.000,100], d[0.019,0.014], g[4.087]
Training on Epoch 23 =>: 35%|███████████████████▍ | 74/213 [00:22<00:48, 2.86it/s]
>74, c[0.000,100], d[0.701,0.306], g[2.406]
Training on Epoch 23 =>: 35%|███████████████████▋ | 75/213 [00:23<00:45, 3.01it/s]
>75, c[0.000,100], d[0.063,0.055], g[2.514]
Training on Epoch 23 =>: 36%|███████████████████▉ | 76/213 [00:23<00:43, 3.13it/s]
>76, c[0.003,100], d[0.281,0.171], g[2.995]
Training on Epoch 23 =>: 36%|████████████████████▏ | 77/213 [00:23<00:42, 3.21it/s]
>77, c[0.002,100], d[0.058,0.032], g[3.106]
Training on Epoch 23 =>: 37%|████████████████████▌ | 78/213 [00:23<00:40, 3.30it/s]
>78, c[0.000,100], d[0.001,0.061], g[2.908]
Training on Epoch 23 =>: 37%|████████████████████▊ | 79/213 [00:24<00:39, 3.35it/s]
>79, c[0.000,100], d[0.520,0.035], g[2.741]
Training on Epoch 23 =>: 38%|█████████████████████ | 80/213 [00:24<00:41, 3.24it/s]
>80, c[0.002,100], d[0.290,0.044], g[3.457]
Training on Epoch 23 =>: 38%|█████████████████████▎ | 81/213 [00:24<00:44, 2.95it/s]
>81, c[0.000,100], d[0.209,0.261], g[3.462]
Training on Epoch 23 =>: 38%|█████████████████████▌ | 82/213 [00:25<00:42, 3.07it/s]
>82, c[0.002,100], d[0.046,0.719], g[2.079]
Training on Epoch 23 =>: 39%|█████████████████████▊ | 83/213 [00:25<00:41, 3.15it/s]
>83, c[0.000,100], d[0.054,0.223], g[3.869]
Training on Epoch 23 =>: 39%|██████████████████████ | 84/213 [00:25<00:39, 3.24it/s]
>84, c[0.000,100], d[0.079,0.142], g[3.807]
Training on Epoch 23 =>: 40%|██████████████████████▎ | 85/213 [00:26<00:38, 3.32it/s]
>85, c[0.000,100], d[0.615,0.212], g[3.072]
Training on Epoch 23 =>: 40%|██████████████████████▌ | 86/213 [00:26<00:37, 3.35it/s]
>86, c[0.000,100], d[0.218,0.040], g[2.503]
Training on Epoch 23 =>: 41%|██████████████████████▊ | 87/213 [00:26<00:44, 2.83it/s]
>87, c[0.000,100], d[0.020,0.161], g[2.654]
Training on Epoch 23 =>: 41%|███████████████████████▏ | 88/213 [00:27<00:41, 3.00it/s]
>88, c[0.000,100], d[0.189,0.060], g[1.952]
Training on Epoch 23 =>: 42%|███████████████████████▍ | 89/213 [00:27<00:39, 3.13it/s]
>89, c[0.000,100], d[0.010,0.305], g[2.308]
Training on Epoch 23 =>: 42%|███████████████████████▋ | 90/213 [00:27<00:38, 3.19it/s]
>90, c[0.000,100], d[0.161,0.158], g[3.693]
Training on Epoch 23 =>: 43%|███████████████████████▉ | 91/213 [00:28<00:37, 3.27it/s]
>91, c[0.000,100], d[0.350,0.158], g[2.879]
Training on Epoch 23 =>: 43%|████████████████████████▏ | 92/213 [00:28<00:38, 3.16it/s]
>92, c[0.000,100], d[0.176,0.607], g[2.981]
Training on Epoch 23 =>: 44%|████████████████████████▍ | 93/213 [00:28<00:42, 2.79it/s]
>93, c[0.000,100], d[0.032,0.123], g[2.237]
Training on Epoch 23 =>: 44%|████████████████████████▋ | 94/213 [00:29<00:40, 2.93it/s]
>94, c[0.000,100], d[0.003,0.013], g[2.437]
Training on Epoch 23 =>: 45%|████████████████████████▉ | 95/213 [00:29<00:38, 3.06it/s]
>95, c[0.000,100], d[0.280,0.208], g[3.651]
Training on Epoch 23 =>: 45%|█████████████████████████▏ | 96/213 [00:29<00:37, 3.15it/s]
>96, c[0.000,100], d[0.030,0.043], g[4.453]
Training on Epoch 23 =>: 46%|█████████████████████████▌ | 97/213 [00:30<00:36, 3.21it/s]
>97, c[0.000,100], d[0.148,0.972], g[3.226]
Training on Epoch 23 =>: 46%|█████████████████████████▊ | 98/213 [00:30<00:36, 3.19it/s]
>98, c[0.000,100], d[0.666,0.435], g[5.207]
Training on Epoch 23 =>: 46%|██████████████████████████ | 99/213 [00:30<00:36, 3.12it/s]
>99, c[0.000,100], d[0.095,0.041], g[3.260]
Training on Epoch 23 =>: 47%|█████████████████████████▊ | 100/213 [00:31<00:38, 2.90it/s]
>100, c[0.000,100], d[0.108,0.304], g[4.750]
Training on Epoch 23 =>: 47%|██████████████████████████ | 101/213 [00:31<00:36, 3.04it/s]
>101, c[0.000,100], d[0.649,0.198], g[2.859]
Training on Epoch 23 =>: 48%|██████████████████████████▎ | 102/213 [00:31<00:34, 3.17it/s]
>102, c[0.000,100], d[0.227,0.051], g[2.224]
Training on Epoch 23 =>: 48%|██████████████████████████▌ | 103/213 [00:32<00:34, 3.23it/s]
>103, c[0.002,100], d[0.544,0.120], g[2.053]
Training on Epoch 23 =>: 49%|██████████████████████████▊ | 104/213 [00:32<00:33, 3.26it/s]
>104, c[0.000,100], d[0.257,0.176], g[2.484]
Training on Epoch 23 =>: 49%|███████████████████████████ | 105/213 [00:32<00:32, 3.29it/s]
>105, c[0.000,100], d[0.536,0.106], g[1.565]
Training on Epoch 23 =>: 50%|███████████████████████████▎ | 106/213 [00:33<00:38, 2.79it/s]
>106, c[0.000,100], d[0.025,0.727], g[2.506]
Training on Epoch 23 =>: 50%|███████████████████████████▋ | 107/213 [00:33<00:36, 2.94it/s]
>107, c[0.000,100], d[0.257,0.170], g[2.768]
Training on Epoch 23 =>: 51%|███████████████████████████▉ | 108/213 [00:33<00:34, 3.05it/s]
>108, c[0.000,100], d[0.444,0.072], g[1.973]
Training on Epoch 23 =>: 51%|████████████████████████████▏ | 109/213 [00:33<00:33, 3.11it/s]
>109, c[0.000,100], d[0.136,0.201], g[2.658]
Training on Epoch 23 =>: 52%|████████████████████████████▍ | 110/213 [00:34<00:32, 3.16it/s]
>110, c[0.006,100], d[0.146,0.205], g[2.301]
Training on Epoch 23 =>: 52%|████████████████████████████▋ | 111/213 [00:34<00:32, 3.17it/s]
>111, c[0.000,100], d[0.016,0.112], g[3.138]
Training on Epoch 23 =>: 53%|████████████████████████████▉ | 112/213 [00:34<00:31, 3.18it/s]
>112, c[0.000,100], d[0.021,0.103], g[3.370]
Training on Epoch 23 =>: 53%|█████████████████████████████▏ | 113/213 [00:35<00:31, 3.19it/s]
>113, c[0.000,100], d[0.070,0.195], g[3.459]
Training on Epoch 23 =>: 54%|█████████████████████████████▍ | 114/213 [00:35<00:30, 3.25it/s]
>114, c[0.000,100], d[0.224,0.586], g[3.368]
Training on Epoch 23 =>: 54%|█████████████████████████████▋ | 115/213 [00:35<00:30, 3.24it/s]
>115, c[0.000,100], d[0.254,0.123], g[3.413]
Training on Epoch 23 =>: 54%|█████████████████████████████▉ | 116/213 [00:36<00:29, 3.28it/s]
>116, c[0.000,100], d[0.152,0.332], g[5.289]
Training on Epoch 23 =>: 55%|██████████████████████████████▏ | 117/213 [00:36<00:28, 3.34it/s]
>117, c[0.006,100], d[0.365,0.175], g[4.094]
Training on Epoch 23 =>: 55%|██████████████████████████████▍ | 118/213 [00:36<00:28, 3.34it/s]
>118, c[0.001,100], d[0.806,0.251], g[3.846]
Training on Epoch 23 =>: 56%|██████████████████████████████▋ | 119/213 [00:37<00:28, 3.34it/s]
>119, c[0.000,100], d[0.025,0.024], g[3.042]
Training on Epoch 23 =>: 56%|██████████████████████████████▉ | 120/213 [00:37<00:27, 3.36it/s]
>120, c[0.000,100], d[0.066,0.033], g[2.610]
Training on Epoch 23 =>: 57%|███████████████████████████████▏ | 121/213 [00:37<00:26, 3.41it/s]
>121, c[0.000,100], d[0.928,0.726], g[2.928]
Training on Epoch 23 =>: 57%|███████████████████████████████▌ | 122/213 [00:37<00:26, 3.44it/s]
>122, c[0.000,100], d[0.118,0.739], g[2.897]
Training on Epoch 23 =>: 58%|███████████████████████████████▊ | 123/213 [00:38<00:26, 3.41it/s]
>123, c[0.001,100], d[0.217,0.101], g[2.743]
Training on Epoch 23 =>: 58%|████████████████████████████████ | 124/213 [00:38<00:26, 3.42it/s]
>124, c[0.000,100], d[0.118,0.148], g[2.768]
Training on Epoch 23 =>: 59%|████████████████████████████████▎ | 125/213 [00:38<00:25, 3.41it/s]
>125, c[0.036,100], d[0.636,0.048], g[2.828]
Training on Epoch 23 =>: 59%|████████████████████████████████▌ | 126/213 [00:39<00:25, 3.37it/s]
>126, c[0.000,100], d[0.422,0.091], g[2.975]
Training on Epoch 23 =>: 60%|████████████████████████████████▊ | 127/213 [00:39<00:25, 3.38it/s]
>127, c[0.000,100], d[0.010,0.064], g[1.990]
Training on Epoch 23 =>: 60%|█████████████████████████████████ | 128/213 [00:39<00:24, 3.42it/s]
>128, c[0.000,100], d[0.344,0.412], g[3.462]
Training on Epoch 23 =>: 61%|█████████████████████████████████▎ | 129/213 [00:39<00:24, 3.44it/s]
>129, c[0.000,100], d[0.600,0.202], g[3.437]
Training on Epoch 23 =>: 61%|█████████████████████████████████▌ | 130/213 [00:40<00:24, 3.45it/s]
>130, c[0.000,100], d[0.140,0.268], g[3.127]
Training on Epoch 23 =>: 62%|█████████████████████████████████▊ | 131/213 [00:40<00:23, 3.44it/s]
>131, c[0.000,100], d[0.030,0.088], g[3.060]
Training on Epoch 23 =>: 62%|██████████████████████████████████ | 132/213 [00:40<00:23, 3.42it/s]
>132, c[0.000,100], d[0.031,0.112], g[2.795]
Training on Epoch 23 =>: 62%|██████████████████████████████████▎ | 133/213 [00:41<00:23, 3.41it/s]
>133, c[0.001,100], d[0.068,0.244], g[3.720]
Training on Epoch 23 =>: 63%|██████████████████████████████████▌ | 134/213 [00:41<00:23, 3.40it/s]
>134, c[0.000,100], d[0.062,0.107], g[3.728]
Training on Epoch 23 =>: 63%|██████████████████████████████████▊ | 135/213 [00:41<00:23, 3.33it/s]
>135, c[0.000,100], d[0.167,0.103], g[4.399]
Training on Epoch 23 =>: 64%|███████████████████████████████████ | 136/213 [00:42<00:23, 3.33it/s]
>136, c[0.000,100], d[0.193,0.110], g[2.702]
Training on Epoch 23 =>: 64%|███████████████████████████████████▍ | 137/213 [00:42<00:22, 3.35it/s]
>137, c[0.000,100], d[0.022,0.045], g[3.753]
Training on Epoch 23 =>: 65%|███████████████████████████████████▋ | 138/213 [00:42<00:22, 3.38it/s]
>138, c[0.000,100], d[0.181,0.163], g[2.800]
Training on Epoch 23 =>: 65%|███████████████████████████████████▉ | 139/213 [00:42<00:21, 3.38it/s]
>139, c[0.000,100], d[0.191,0.760], g[2.637]
Training on Epoch 23 =>: 66%|████████████████████████████████████▏ | 140/213 [00:43<00:21, 3.41it/s]
>140, c[0.000,100], d[0.069,0.075], g[2.847]
Training on Epoch 23 =>: 66%|████████████████████████████████████▍ | 141/213 [00:43<00:20, 3.44it/s]
>141, c[0.000,100], d[0.070,0.070], g[4.242]
Training on Epoch 23 =>: 67%|████████████████████████████████████▋ | 142/213 [00:43<00:20, 3.45it/s]
>142, c[0.000,100], d[0.074,0.191], g[4.262]
Training on Epoch 23 =>: 67%|████████████████████████████████████▉ | 143/213 [00:44<00:20, 3.45it/s]
>143, c[0.008,100], d[0.318,0.082], g[2.781]
Training on Epoch 23 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:44<00:19, 3.46it/s]
>144, c[0.000,100], d[0.381,0.116], g[3.165]
Training on Epoch 23 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:44<00:19, 3.46it/s]
>145, c[0.000,100], d[0.025,0.054], g[2.982]
Training on Epoch 23 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:44<00:19, 3.47it/s]
>146, c[0.000,100], d[0.011,0.164], g[3.024]
Training on Epoch 23 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:45<00:19, 3.47it/s]
>147, c[0.000,100], d[0.121,0.063], g[2.888]
Training on Epoch 23 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:45<00:18, 3.47it/s]
>148, c[0.003,100], d[0.385,0.601], g[1.077]
Training on Epoch 23 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:45<00:18, 3.47it/s]
>149, c[0.000,100], d[0.130,0.194], g[3.208]
Training on Epoch 23 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:46<00:18, 3.47it/s]
>150, c[0.000,100], d[0.200,0.707], g[4.307]
Training on Epoch 23 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:46<00:17, 3.48it/s]
>151, c[0.000,100], d[0.247,0.107], g[3.265]
Training on Epoch 23 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:46<00:17, 3.46it/s]
>152, c[0.000,100], d[0.029,0.554], g[5.809]
Training on Epoch 23 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:46<00:17, 3.48it/s]
>153, c[0.001,100], d[0.113,0.004], g[3.732]
Training on Epoch 23 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:47<00:16, 3.49it/s]
>154, c[0.000,100], d[0.812,0.017], g[1.901]
Training on Epoch 23 =>: 73%|████████████████████████████████████████ | 155/213 [00:47<00:16, 3.49it/s]
>155, c[0.000,100], d[0.763,1.277], g[2.643]
Training on Epoch 23 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:47<00:16, 3.47it/s]
>156, c[0.001,100], d[0.260,0.053], g[3.085]
Training on Epoch 23 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:48<00:16, 3.49it/s]
>157, c[0.000,100], d[0.178,0.719], g[2.589]
Training on Epoch 23 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:48<00:15, 3.47it/s]
>158, c[0.000,100], d[0.054,0.051], g[2.552]
Training on Epoch 23 =>: 75%|█████████████████████████████████████████ | 159/213 [00:48<00:15, 3.49it/s]
>159, c[0.000,100], d[0.025,0.029], g[3.355]
Training on Epoch 23 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:48<00:15, 3.47it/s]
>160, c[0.000,100], d[0.118,0.121], g[3.744]
Training on Epoch 23 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:49<00:14, 3.47it/s]
>161, c[0.000,100], d[0.336,0.136], g[2.934]
Training on Epoch 23 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:49<00:14, 3.49it/s]
>162, c[0.000,100], d[0.139,0.258], g[2.780]
Training on Epoch 23 =>: 77%|██████████████████████████████████████████ | 163/213 [00:49<00:14, 3.47it/s]
>163, c[0.000,100], d[0.559,0.521], g[3.043]
Training on Epoch 23 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:50<00:14, 3.46it/s]
>164, c[0.000,100], d[0.076,0.190], g[3.281]
Training on Epoch 23 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:50<00:13, 3.46it/s]
>165, c[0.000,100], d[0.742,0.095], g[3.898]
Training on Epoch 23 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:50<00:13, 3.47it/s]
>166, c[0.000,100], d[0.098,0.096], g[2.396]
Training on Epoch 23 =>: 78%|███████████████████████████████████████████ | 167/213 [00:50<00:13, 3.47it/s]
>167, c[0.000,100], d[0.230,0.152], g[2.545]
Training on Epoch 23 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:51<00:12, 3.47it/s]
>168, c[0.000,100], d[0.617,0.491], g[3.086]
Training on Epoch 23 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:51<00:12, 3.44it/s]
>169, c[0.000,100], d[0.032,0.227], g[3.083]
Training on Epoch 23 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:51<00:12, 3.44it/s]
>170, c[0.000,100], d[0.362,0.167], g[3.426]
Training on Epoch 23 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:52<00:12, 3.41it/s]
>171, c[0.000,100], d[0.163,0.139], g[5.028]
Training on Epoch 23 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:52<00:12, 3.31it/s]
>172, c[0.000,100], d[0.021,0.044], g[3.714]
Training on Epoch 23 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:52<00:11, 3.37it/s]
>173, c[0.004,100], d[0.039,0.458], g[4.147]
Training on Epoch 23 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:53<00:11, 3.39it/s]
>174, c[0.000,100], d[0.107,0.125], g[4.473]
Training on Epoch 23 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:53<00:11, 3.43it/s]
>175, c[0.001,100], d[0.681,0.065], g[2.731]
Training on Epoch 23 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:53<00:10, 3.44it/s]
>176, c[0.007,100], d[0.414,0.402], g[2.856]
Training on Epoch 23 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:53<00:10, 3.42it/s]
>177, c[0.000,100], d[0.003,0.106], g[1.882]
Training on Epoch 23 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:54<00:10, 3.40it/s]
>178, c[0.000,100], d[0.022,1.359], g[3.513]
Training on Epoch 23 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:54<00:10, 3.37it/s]
>179, c[0.000,100], d[0.305,0.041], g[4.560]
Training on Epoch 23 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:54<00:09, 3.38it/s]
>180, c[0.000,100], d[0.084,0.479], g[4.482]
Training on Epoch 23 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:55<00:09, 3.37it/s]
>181, c[0.000,100], d[0.540,0.166], g[3.595]
Training on Epoch 23 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:55<00:09, 3.37it/s]
>182, c[0.000,100], d[0.181,0.035], g[2.290]
Training on Epoch 23 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:55<00:08, 3.40it/s]
>183, c[0.000,100], d[0.085,0.147], g[3.366]
Training on Epoch 23 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:55<00:08, 3.44it/s]
>184, c[0.001,100], d[0.194,0.135], g[3.881]
Training on Epoch 23 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:56<00:08, 3.45it/s]
>185, c[0.000,100], d[0.019,0.134], g[3.474]
Training on Epoch 23 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:56<00:07, 3.42it/s]
>186, c[0.000,100], d[0.010,0.087], g[3.548]
Training on Epoch 23 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:56<00:07, 3.45it/s]
>187, c[0.000,100], d[0.065,0.051], g[2.637]
Training on Epoch 23 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:57<00:07, 3.44it/s]
>188, c[0.000,100], d[0.559,0.193], g[3.471]
Training on Epoch 23 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:57<00:06, 3.44it/s]
>189, c[0.000,100], d[0.066,0.647], g[2.235]
Training on Epoch 23 =>: 89%|█████████████████████████████████████████████████ | 190/213 [00:57<00:06, 3.44it/s]
>190, c[0.000,100], d[0.985,0.115], g[3.799]
Training on Epoch 23 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [00:58<00:06, 3.39it/s]
>191, c[0.000,100], d[0.219,0.117], g[2.176]
Training on Epoch 23 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [00:58<00:06, 3.39it/s]
>192, c[0.000,100], d[0.177,0.258], g[2.823]
Training on Epoch 23 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [00:58<00:05, 3.36it/s]
>193, c[0.000,100], d[0.081,0.082], g[3.144]
Training on Epoch 23 =>: 91%|██████████████████████████████████████████████████ | 194/213 [00:58<00:05, 3.38it/s]
>194, c[0.000,100], d[0.148,0.107], g[1.908]
Training on Epoch 23 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [00:59<00:05, 3.34it/s]
>195, c[0.001,100], d[0.015,0.072], g[2.145]
Training on Epoch 23 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [00:59<00:05, 3.30it/s]
>196, c[0.001,100], d[0.048,0.171], g[2.501]
Training on Epoch 23 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [00:59<00:04, 3.27it/s]
>197, c[0.000,100], d[0.037,0.083], g[3.319]
Training on Epoch 23 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:00<00:04, 3.28it/s]
>198, c[0.000,100], d[0.188,0.278], g[4.046]
Training on Epoch 23 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:00<00:04, 3.27it/s]
>199, c[0.000,100], d[0.285,0.033], g[4.162]
Training on Epoch 23 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:00<00:04, 3.20it/s]
>200, c[0.000,100], d[0.121,0.057], g[3.530]
Training on Epoch 23 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:01<00:03, 3.19it/s]
>201, c[0.000,100], d[0.005,0.025], g[2.529]
Training on Epoch 23 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:01<00:03, 3.18it/s]
>202, c[0.000,100], d[0.016,0.035], g[3.185]
Training on Epoch 23 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:01<00:03, 3.22it/s]
>203, c[0.000,100], d[0.345,0.456], g[3.630]
Training on Epoch 23 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:02<00:02, 3.23it/s]
>204, c[0.000,100], d[0.053,0.142], g[3.180]
Training on Epoch 23 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:02<00:02, 3.18it/s]
>205, c[0.000,100], d[0.171,0.687], g[3.588]
Training on Epoch 23 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:02<00:02, 3.17it/s]
>206, c[0.000,100], d[0.373,0.058], g[3.313]
Training on Epoch 23 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:02<00:01, 3.20it/s]
>207, c[0.005,100], d[0.995,0.464], g[3.620]
Training on Epoch 23 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:03<00:01, 3.23it/s]
>208, c[0.000,100], d[0.020,0.551], g[3.058]
Training on Epoch 23 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:03<00:01, 3.24it/s]
>209, c[0.000,100], d[0.096,0.151], g[3.914]
Training on Epoch 23 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:03<00:00, 3.24it/s]
>210, c[0.000,100], d[0.623,0.048], g[2.274]
Training on Epoch 23 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:04<00:00, 3.17it/s]
>211, c[0.000,100], d[0.121,0.040], g[3.017]
Training on Epoch 23 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:04<00:00, 2.85it/s]
>212, c[0.000,100], d[0.102,0.110], g[3.251]
Training on Epoch 23 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:04<00:00, 3.28it/s]
>213, c[0.000,100], d[0.133,0.453], g[3.247]
EPOCHS =>: 46%|████████████████████████████████▋ | 23/50 [30:11<32:06, 71.34s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 24 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 24 =>: 0%|▎ | 1/213 [00:00<01:39, 2.14it/s]
>1, c[0.000,100], d[0.050,0.150], g[4.471]
Training on Epoch 24 =>: 1%|▌ | 2/213 [00:00<01:18, 2.70it/s]
>2, c[0.000,100], d[0.383,0.065], g[3.117]
Training on Epoch 24 =>: 1%|▊ | 3/213 [00:01<01:14, 2.82it/s]
>3, c[0.023,100], d[0.500,0.175], g[2.408]
Training on Epoch 24 =>: 2%|█ | 4/213 [00:01<01:09, 2.99it/s]
>4, c[0.000,100], d[0.150,0.622], g[2.824]
Training on Epoch 24 =>: 2%|█▎ | 5/213 [00:01<01:09, 2.97it/s]
>5, c[0.001,100], d[0.400,0.482], g[1.694]
Training on Epoch 24 =>: 3%|█▌ | 6/213 [00:02<01:09, 2.98it/s]
>6, c[0.001,100], d[0.012,0.105], g[3.917]
Training on Epoch 24 =>: 3%|█▊ | 7/213 [00:02<01:06, 3.08it/s]
>7, c[0.000,100], d[0.770,0.457], g[3.935]
Training on Epoch 24 =>: 4%|██▏ | 8/213 [00:02<01:04, 3.19it/s]
>8, c[0.004,100], d[0.416,0.970], g[2.858]
Training on Epoch 24 =>: 4%|██▍ | 9/213 [00:02<01:03, 3.21it/s]
>9, c[0.007,100], d[0.149,0.041], g[3.855]
Training on Epoch 24 =>: 5%|██▋ | 10/213 [00:03<01:02, 3.23it/s]
>10, c[0.001,100], d[0.395,0.120], g[2.398]
Training on Epoch 24 =>: 5%|██▉ | 11/213 [00:03<01:12, 2.78it/s]
>11, c[0.001,100], d[0.244,0.095], g[2.543]
Training on Epoch 24 =>: 6%|███▏ | 12/213 [00:04<01:09, 2.88it/s]
>12, c[0.000,100], d[1.024,0.214], g[2.328]
Training on Epoch 24 =>: 6%|███▍ | 13/213 [00:04<01:06, 3.00it/s]
>13, c[0.000,100], d[0.296,0.431], g[2.755]
Training on Epoch 24 =>: 7%|███▋ | 14/213 [00:04<01:03, 3.13it/s]
>14, c[0.000,100], d[0.067,0.059], g[2.269]
Training on Epoch 24 =>: 7%|███▉ | 15/213 [00:04<01:01, 3.24it/s]
>15, c[0.000,100], d[0.004,0.051], g[2.880]
Training on Epoch 24 =>: 8%|████▏ | 16/213 [00:05<00:59, 3.31it/s]
>16, c[0.000,100], d[0.439,0.099], g[2.269]
Training on Epoch 24 =>: 8%|████▍ | 17/213 [00:05<01:06, 2.95it/s]
>17, c[0.000,100], d[0.524,0.930], g[2.400]
Training on Epoch 24 =>: 8%|████▋ | 18/213 [00:06<01:05, 2.96it/s]
>18, c[0.000,100], d[0.434,0.099], g[2.518]
Training on Epoch 24 =>: 9%|████▉ | 19/213 [00:06<01:03, 3.04it/s]
>19, c[0.000,100], d[0.128,0.227], g[2.306]
Training on Epoch 24 =>: 9%|█████▎ | 20/213 [00:06<01:01, 3.15it/s]
>20, c[0.000,100], d[0.016,0.187], g[2.979]
Training on Epoch 24 =>: 10%|█████▌ | 21/213 [00:06<00:59, 3.25it/s]
>21, c[0.000,100], d[0.002,0.131], g[3.922]
Training on Epoch 24 =>: 10%|█████▊ | 22/213 [00:07<00:57, 3.30it/s]
>22, c[0.000,100], d[0.246,0.038], g[2.518]
Training on Epoch 24 =>: 11%|██████ | 23/213 [00:07<00:57, 3.30it/s]
>23, c[0.000,100], d[0.028,0.037], g[2.971]
Training on Epoch 24 =>: 11%|██████▎ | 24/213 [00:07<01:05, 2.88it/s]
>24, c[0.000,100], d[0.009,0.046], g[2.667]
Training on Epoch 24 =>: 12%|██████▌ | 25/213 [00:08<01:02, 3.02it/s]
>25, c[0.000,100], d[0.600,0.039], g[2.903]
Training on Epoch 24 =>: 12%|██████▊ | 26/213 [00:08<00:59, 3.12it/s]
>26, c[0.000,100], d[0.008,0.103], g[3.474]
Training on Epoch 24 =>: 13%|███████ | 27/213 [00:08<00:57, 3.21it/s]
>27, c[0.000,100], d[0.072,0.110], g[2.279]
Training on Epoch 24 =>: 13%|███████▎ | 28/213 [00:09<00:56, 3.29it/s]
>28, c[0.000,100], d[0.013,0.214], g[3.183]
Training on Epoch 24 =>: 14%|███████▌ | 29/213 [00:09<00:55, 3.34it/s]
>29, c[0.000,100], d[0.001,0.212], g[3.683]
Training on Epoch 24 =>: 14%|███████▉ | 30/213 [00:09<00:54, 3.38it/s]
>30, c[0.000,100], d[0.203,0.015], g[3.184]
Training on Epoch 24 =>: 15%|████████▏ | 31/213 [00:09<00:54, 3.37it/s]
>31, c[0.000,100], d[0.047,0.028], g[4.139]
Training on Epoch 24 =>: 15%|████████▍ | 32/213 [00:10<00:53, 3.39it/s]
>32, c[0.000,100], d[0.006,0.011], g[3.109]
Training on Epoch 24 =>: 15%|████████▋ | 33/213 [00:10<00:52, 3.41it/s]
>33, c[0.000,100], d[0.704,0.054], g[3.675]
Training on Epoch 24 =>: 16%|████████▉ | 34/213 [00:10<00:52, 3.42it/s]
>34, c[0.000,100], d[0.342,0.124], g[2.350]
Training on Epoch 24 =>: 16%|█████████▏ | 35/213 [00:11<00:52, 3.42it/s]
>35, c[0.000,100], d[0.011,0.106], g[2.835]
Training on Epoch 24 =>: 17%|█████████▍ | 36/213 [00:11<00:51, 3.41it/s]
>36, c[0.001,100], d[0.038,0.063], g[2.571]
Training on Epoch 24 =>: 17%|█████████▋ | 37/213 [00:11<00:51, 3.43it/s]
>37, c[0.000,100], d[0.062,0.155], g[3.139]
Training on Epoch 24 =>: 18%|█████████▉ | 38/213 [00:12<00:51, 3.43it/s]
>38, c[0.000,100], d[0.667,0.092], g[2.068]
Training on Epoch 24 =>: 18%|██████████▎ | 39/213 [00:12<00:53, 3.24it/s]
>39, c[0.000,100], d[0.053,0.125], g[3.185]
Training on Epoch 24 =>: 19%|██████████▌ | 40/213 [00:12<00:53, 3.22it/s]
>40, c[0.001,100], d[0.062,0.059], g[3.135]
Training on Epoch 24 =>: 19%|██████████▊ | 41/213 [00:12<00:52, 3.28it/s]
>41, c[0.000,100], d[0.092,0.698], g[3.284]
Training on Epoch 24 =>: 20%|███████████ | 42/213 [00:13<00:51, 3.34it/s]
>42, c[0.000,100], d[0.025,0.038], g[4.198]
Training on Epoch 24 =>: 20%|███████████▎ | 43/213 [00:13<00:50, 3.39it/s]
>43, c[0.000,100], d[0.207,0.301], g[4.781]
Training on Epoch 24 =>: 21%|███████████▌ | 44/213 [00:13<00:49, 3.42it/s]
>44, c[0.000,100], d[0.005,0.017], g[3.733]
Training on Epoch 24 =>: 21%|███████████▊ | 45/213 [00:14<00:48, 3.43it/s]
>45, c[0.005,100], d[0.590,0.744], g[2.778]
Training on Epoch 24 =>: 22%|████████████ | 46/213 [00:14<00:48, 3.43it/s]
>46, c[0.000,100], d[0.145,0.126], g[3.479]
Training on Epoch 24 =>: 22%|████████████▎ | 47/213 [00:14<00:48, 3.43it/s]
>47, c[0.000,100], d[0.104,0.024], g[2.839]
Training on Epoch 24 =>: 23%|████████████▌ | 48/213 [00:14<00:48, 3.43it/s]
>48, c[0.005,100], d[0.081,0.135], g[3.734]
Training on Epoch 24 =>: 23%|████████████▉ | 49/213 [00:15<00:48, 3.42it/s]
>49, c[0.000,100], d[0.044,0.305], g[3.711]
Training on Epoch 24 =>: 23%|█████████████▏ | 50/213 [00:15<00:47, 3.45it/s]
>50, c[0.000,100], d[0.261,0.122], g[3.311]
Training on Epoch 24 =>: 24%|█████████████▍ | 51/213 [00:15<00:47, 3.44it/s]
>51, c[0.000,100], d[0.059,0.051], g[3.770]
Training on Epoch 24 =>: 24%|█████████████▋ | 52/213 [00:16<00:46, 3.45it/s]
>52, c[0.000,100], d[0.018,0.033], g[3.637]
Training on Epoch 24 =>: 25%|█████████████▉ | 53/213 [00:16<00:46, 3.43it/s]
>53, c[0.000,100], d[0.013,0.034], g[3.307]
Training on Epoch 24 =>: 25%|██████████████▏ | 54/213 [00:16<00:46, 3.44it/s]
>54, c[0.000,100], d[0.574,0.027], g[2.817]
Training on Epoch 24 =>: 26%|██████████████▍ | 55/213 [00:17<00:49, 3.20it/s]
>55, c[0.007,100], d[0.034,0.082], g[2.971]
Training on Epoch 24 =>: 26%|██████████████▋ | 56/213 [00:17<00:48, 3.20it/s]
>56, c[0.001,100], d[0.019,0.059], g[2.231]
Training on Epoch 24 =>: 27%|██████████████▉ | 57/213 [00:17<00:47, 3.29it/s]
>57, c[0.000,100], d[0.006,0.095], g[3.498]
Training on Epoch 24 =>: 27%|███████████████▏ | 58/213 [00:17<00:46, 3.33it/s]
>58, c[0.000,100], d[0.755,0.095], g[1.682]
Training on Epoch 24 =>: 28%|███████████████▌ | 59/213 [00:18<00:47, 3.26it/s]
>59, c[0.000,100], d[0.405,0.170], g[1.879]
Training on Epoch 24 =>: 28%|███████████████▊ | 60/213 [00:18<00:46, 3.27it/s]
>60, c[0.000,100], d[0.013,0.652], g[3.496]
Training on Epoch 24 =>: 29%|████████████████ | 61/213 [00:18<00:46, 3.29it/s]
>61, c[0.004,100], d[0.056,0.731], g[4.621]
Training on Epoch 24 =>: 29%|████████████████▎ | 62/213 [00:19<00:45, 3.33it/s]
>62, c[0.000,100], d[0.305,0.024], g[4.102]
Training on Epoch 24 =>: 30%|████████████████▌ | 63/213 [00:19<00:44, 3.36it/s]
>63, c[0.000,100], d[0.036,0.195], g[3.953]
Training on Epoch 24 =>: 30%|████████████████▊ | 64/213 [00:19<00:44, 3.35it/s]
>64, c[0.000,100], d[0.074,0.192], g[3.501]
Training on Epoch 24 =>: 31%|█████████████████ | 65/213 [00:20<00:44, 3.35it/s]
>65, c[0.000,100], d[1.321,0.105], g[2.853]
Training on Epoch 24 =>: 31%|█████████████████▎ | 66/213 [00:20<00:43, 3.36it/s]
>66, c[0.000,100], d[0.433,0.073], g[2.989]
Training on Epoch 24 =>: 31%|█████████████████▌ | 67/213 [00:20<00:43, 3.37it/s]
>67, c[0.000,100], d[0.338,0.150], g[2.563]
Training on Epoch 24 =>: 32%|█████████████████▉ | 68/213 [00:20<00:43, 3.36it/s]
>68, c[0.000,100], d[0.001,0.122], g[1.996]
Training on Epoch 24 =>: 32%|██████████████████▏ | 69/213 [00:21<00:43, 3.32it/s]
>69, c[0.000,100], d[0.189,1.459], g[2.659]
Training on Epoch 24 =>: 33%|██████████████████▍ | 70/213 [00:21<00:42, 3.33it/s]
>70, c[0.000,100], d[0.020,0.036], g[3.007]
Training on Epoch 24 =>: 33%|██████████████████▋ | 71/213 [00:21<00:42, 3.33it/s]
>71, c[0.000,100], d[0.467,0.483], g[2.349]
Training on Epoch 24 =>: 34%|██████████████████▉ | 72/213 [00:22<00:42, 3.28it/s]
>72, c[0.000,100], d[0.112,0.568], g[3.284]
Training on Epoch 24 =>: 34%|███████████████████▏ | 73/213 [00:22<00:42, 3.27it/s]
>73, c[0.000,100], d[0.111,0.206], g[3.805]
Training on Epoch 24 =>: 35%|███████████████████▍ | 74/213 [00:22<00:41, 3.32it/s]
>74, c[0.000,100], d[0.318,0.026], g[4.234]
Training on Epoch 24 =>: 35%|███████████████████▋ | 75/213 [00:23<00:41, 3.36it/s]
>75, c[0.000,100], d[0.192,0.050], g[3.186]
Training on Epoch 24 =>: 36%|███████████████████▉ | 76/213 [00:23<00:40, 3.37it/s]
>76, c[0.001,100], d[0.408,0.050], g[2.476]
Training on Epoch 24 =>: 36%|████████████████████▏ | 77/213 [00:23<00:40, 3.36it/s]
>77, c[0.000,100], d[0.052,0.070], g[2.088]
Training on Epoch 24 =>: 37%|████████████████████▌ | 78/213 [00:23<00:39, 3.39it/s]
>78, c[0.000,100], d[0.049,0.053], g[2.988]
Training on Epoch 24 =>: 37%|████████████████████▊ | 79/213 [00:24<00:39, 3.39it/s]
>79, c[0.000,100], d[0.022,0.094], g[2.686]
Training on Epoch 24 =>: 38%|█████████████████████ | 80/213 [00:24<00:38, 3.43it/s]
>80, c[0.000,100], d[0.172,0.614], g[2.907]
Training on Epoch 24 =>: 38%|█████████████████████▎ | 81/213 [00:24<00:38, 3.42it/s]
>81, c[0.000,100], d[0.020,0.314], g[2.676]
Training on Epoch 24 =>: 38%|█████████████████████▌ | 82/213 [00:25<00:38, 3.36it/s]
>82, c[0.000,100], d[0.161,0.137], g[3.771]
Training on Epoch 24 =>: 39%|█████████████████████▊ | 83/213 [00:25<00:38, 3.36it/s]
>83, c[0.000,100], d[0.428,0.126], g[1.925]
Training on Epoch 24 =>: 39%|██████████████████████ | 84/213 [00:25<00:38, 3.35it/s]
>84, c[0.000,100], d[0.207,0.027], g[2.951]
Training on Epoch 24 =>: 40%|██████████████████████▎ | 85/213 [00:26<00:38, 3.36it/s]
>85, c[0.000,100], d[0.007,0.195], g[2.354]
Training on Epoch 24 =>: 40%|██████████████████████▌ | 86/213 [00:26<00:37, 3.35it/s]
>86, c[0.000,100], d[0.418,0.237], g[2.161]
Training on Epoch 24 =>: 41%|██████████████████████▊ | 87/213 [00:26<00:37, 3.34it/s]
>87, c[0.000,100], d[0.018,0.066], g[3.104]
Training on Epoch 24 =>: 41%|███████████████████████▏ | 88/213 [00:26<00:37, 3.34it/s]
>88, c[0.000,100], d[0.019,0.198], g[3.346]
Training on Epoch 24 =>: 42%|███████████████████████▍ | 89/213 [00:27<00:37, 3.34it/s]
>89, c[0.000,100], d[0.285,0.688], g[3.135]
Training on Epoch 24 =>: 42%|███████████████████████▋ | 90/213 [00:27<00:37, 3.32it/s]
>90, c[0.002,100], d[0.901,0.269], g[2.220]
Training on Epoch 24 =>: 43%|███████████████████████▉ | 91/213 [00:27<00:36, 3.34it/s]
>91, c[0.000,100], d[0.023,0.062], g[3.731]
Training on Epoch 24 =>: 43%|████████████████████████▏ | 92/213 [00:28<00:36, 3.34it/s]
>92, c[0.013,100], d[0.396,0.129], g[2.880]
Training on Epoch 24 =>: 44%|████████████████████████▍ | 93/213 [00:28<00:36, 3.31it/s]
>93, c[0.000,100], d[0.387,0.173], g[2.345]
Training on Epoch 24 =>: 44%|████████████████████████▋ | 94/213 [00:28<00:35, 3.33it/s]
>94, c[0.000,100], d[0.029,0.396], g[4.010]
Training on Epoch 24 =>: 45%|████████████████████████▉ | 95/213 [00:29<00:35, 3.36it/s]
>95, c[0.000,100], d[0.090,0.576], g[4.524]
Training on Epoch 24 =>: 45%|█████████████████████████▏ | 96/213 [00:29<00:34, 3.37it/s]
>96, c[0.000,100], d[0.011,0.070], g[3.776]
Training on Epoch 24 =>: 46%|█████████████████████████▌ | 97/213 [00:29<00:34, 3.32it/s]
>97, c[0.000,100], d[0.268,0.211], g[2.119]
Training on Epoch 24 =>: 46%|█████████████████████████▊ | 98/213 [00:29<00:34, 3.34it/s]
>98, c[0.025,100], d[0.131,0.030], g[4.042]
Training on Epoch 24 =>: 46%|██████████████████████████ | 99/213 [00:30<00:33, 3.36it/s]
>99, c[0.000,100], d[0.019,0.092], g[4.422]
Training on Epoch 24 =>: 47%|█████████████████████████▊ | 100/213 [00:30<00:33, 3.37it/s]
>100, c[0.000,100], d[0.325,0.013], g[2.757]
Training on Epoch 24 =>: 47%|██████████████████████████ | 101/213 [00:30<00:33, 3.36it/s]
>101, c[0.000,100], d[0.041,0.051], g[3.589]
Training on Epoch 24 =>: 48%|██████████████████████████▎ | 102/213 [00:31<00:33, 3.34it/s]
>102, c[0.001,100], d[1.577,0.211], g[2.330]
Training on Epoch 24 =>: 48%|██████████████████████████▌ | 103/213 [00:31<00:32, 3.38it/s]
>103, c[0.000,100], d[0.068,0.128], g[1.875]
Training on Epoch 24 =>: 49%|██████████████████████████▊ | 104/213 [00:31<00:32, 3.37it/s]
>104, c[0.000,100], d[0.033,0.286], g[2.007]
Training on Epoch 24 =>: 49%|███████████████████████████ | 105/213 [00:32<00:31, 3.40it/s]
>105, c[0.000,100], d[0.058,0.202], g[3.437]
Training on Epoch 24 =>: 50%|███████████████████████████▎ | 106/213 [00:32<00:31, 3.39it/s]
>106, c[0.000,100], d[0.001,0.174], g[3.286]
Training on Epoch 24 =>: 50%|███████████████████████████▋ | 107/213 [00:32<00:31, 3.42it/s]
>107, c[0.000,100], d[0.019,0.195], g[4.752]
Training on Epoch 24 =>: 51%|███████████████████████████▉ | 108/213 [00:32<00:30, 3.44it/s]
>108, c[0.000,100], d[0.591,0.075], g[4.049]
Training on Epoch 24 =>: 51%|████████████████████████████▏ | 109/213 [00:33<00:30, 3.43it/s]
>109, c[0.000,100], d[0.085,0.119], g[3.440]
Training on Epoch 24 =>: 52%|████████████████████████████▍ | 110/213 [00:33<00:30, 3.43it/s]
>110, c[0.000,100], d[0.983,1.328], g[3.893]
Training on Epoch 24 =>: 52%|████████████████████████████▋ | 111/213 [00:33<00:29, 3.43it/s]
>111, c[0.006,100], d[0.112,0.038], g[3.370]
Training on Epoch 24 =>: 53%|████████████████████████████▉ | 112/213 [00:34<00:29, 3.45it/s]
>112, c[0.005,100], d[0.610,0.056], g[2.943]
Training on Epoch 24 =>: 53%|█████████████████████████████▏ | 113/213 [00:34<00:29, 3.43it/s]
>113, c[0.003,100], d[0.122,0.116], g[1.322]
Training on Epoch 24 =>: 54%|█████████████████████████████▍ | 114/213 [00:34<00:28, 3.43it/s]
>114, c[0.000,100], d[0.032,0.027], g[2.713]
Training on Epoch 24 =>: 54%|█████████████████████████████▋ | 115/213 [00:34<00:28, 3.43it/s]
>115, c[0.000,100], d[0.322,0.019], g[1.887]
Training on Epoch 24 =>: 54%|█████████████████████████████▉ | 116/213 [00:35<00:28, 3.39it/s]
>116, c[0.000,100], d[0.322,0.584], g[1.631]
Training on Epoch 24 =>: 55%|██████████████████████████████▏ | 117/213 [00:35<00:28, 3.36it/s]
>117, c[0.000,100], d[0.168,0.480], g[1.868]
Training on Epoch 24 =>: 55%|██████████████████████████████▍ | 118/213 [00:35<00:28, 3.34it/s]
>118, c[0.000,100], d[0.244,0.034], g[3.048]
Training on Epoch 24 =>: 56%|██████████████████████████████▋ | 119/213 [00:36<00:28, 3.35it/s]
>119, c[0.000,100], d[0.317,0.080], g[4.424]
Training on Epoch 24 =>: 56%|██████████████████████████████▉ | 120/213 [00:36<00:27, 3.36it/s]
>120, c[0.002,100], d[0.019,0.385], g[4.446]
Training on Epoch 24 =>: 57%|███████████████████████████████▏ | 121/213 [00:36<00:27, 3.35it/s]
>121, c[0.002,100], d[0.255,0.168], g[4.042]
Training on Epoch 24 =>: 57%|███████████████████████████████▌ | 122/213 [00:37<00:26, 3.39it/s]
>122, c[0.002,100], d[0.088,0.426], g[4.289]
Training on Epoch 24 =>: 58%|███████████████████████████████▊ | 123/213 [00:37<00:26, 3.42it/s]
>123, c[0.000,100], d[0.130,0.954], g[3.862]
Training on Epoch 24 =>: 58%|████████████████████████████████ | 124/213 [00:37<00:25, 3.43it/s]
>124, c[0.000,100], d[0.499,0.054], g[2.566]
Training on Epoch 24 =>: 59%|████████████████████████████████▎ | 125/213 [00:37<00:25, 3.43it/s]
>125, c[0.000,100], d[0.077,0.025], g[2.550]
Training on Epoch 24 =>: 59%|████████████████████████████████▌ | 126/213 [00:38<00:25, 3.46it/s]
>126, c[0.000,100], d[0.549,0.139], g[2.081]
Training on Epoch 24 =>: 60%|████████████████████████████████▊ | 127/213 [00:38<00:25, 3.42it/s]
>127, c[0.000,100], d[0.057,0.166], g[2.991]
Training on Epoch 24 =>: 60%|█████████████████████████████████ | 128/213 [00:38<00:24, 3.42it/s]
>128, c[0.000,100], d[0.739,0.087], g[2.260]
Training on Epoch 24 =>: 61%|█████████████████████████████████▎ | 129/213 [00:39<00:24, 3.44it/s]
>129, c[0.000,100], d[0.025,0.937], g[1.984]
Training on Epoch 24 =>: 61%|█████████████████████████████████▌ | 130/213 [00:39<00:24, 3.45it/s]
>130, c[0.000,100], d[0.029,0.033], g[2.610]
Training on Epoch 24 =>: 62%|█████████████████████████████████▊ | 131/213 [00:39<00:23, 3.46it/s]
>131, c[0.000,100], d[0.116,0.071], g[2.249]
Training on Epoch 24 =>: 62%|██████████████████████████████████ | 132/213 [00:39<00:23, 3.44it/s]
>132, c[0.000,100], d[0.133,0.091], g[2.806]
Training on Epoch 24 =>: 62%|██████████████████████████████████▎ | 133/213 [00:40<00:23, 3.43it/s]
>133, c[0.000,100], d[0.299,0.164], g[2.888]
Training on Epoch 24 =>: 63%|██████████████████████████████████▌ | 134/213 [00:40<00:22, 3.45it/s]
>134, c[0.000,100], d[0.028,0.174], g[2.750]
Training on Epoch 24 =>: 63%|██████████████████████████████████▊ | 135/213 [00:40<00:22, 3.44it/s]
>135, c[0.001,100], d[0.084,0.025], g[2.853]
Training on Epoch 24 =>: 64%|███████████████████████████████████ | 136/213 [00:41<00:22, 3.47it/s]
>136, c[0.000,100], d[0.031,0.143], g[3.568]
Training on Epoch 24 =>: 64%|███████████████████████████████████▍ | 137/213 [00:41<00:21, 3.48it/s]
>137, c[0.001,100], d[1.168,0.081], g[2.564]
Training on Epoch 24 =>: 65%|███████████████████████████████████▋ | 138/213 [00:41<00:21, 3.47it/s]
>138, c[0.000,100], d[0.065,0.154], g[2.864]
Training on Epoch 24 =>: 65%|███████████████████████████████████▉ | 139/213 [00:41<00:21, 3.46it/s]
>139, c[0.000,100], d[0.199,0.106], g[3.238]
Training on Epoch 24 =>: 66%|████████████████████████████████████▏ | 140/213 [00:42<00:21, 3.46it/s]
>140, c[0.000,100], d[0.021,0.110], g[1.769]
Training on Epoch 24 =>: 66%|████████████████████████████████████▍ | 141/213 [00:42<00:20, 3.48it/s]
>141, c[0.000,100], d[0.378,0.207], g[3.206]
Training on Epoch 24 =>: 67%|████████████████████████████████████▋ | 142/213 [00:42<00:21, 3.38it/s]
>142, c[0.002,100], d[0.056,0.103], g[2.902]
Training on Epoch 24 =>: 67%|████████████████████████████████████▉ | 143/213 [00:43<00:20, 3.37it/s]
>143, c[0.000,100], d[0.029,0.209], g[2.433]
Training on Epoch 24 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:43<00:20, 3.40it/s]
>144, c[0.000,100], d[0.013,0.065], g[3.976]
Training on Epoch 24 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:43<00:19, 3.42it/s]
>145, c[0.000,100], d[0.038,0.435], g[4.554]
Training on Epoch 24 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:43<00:19, 3.44it/s]
>146, c[0.001,100], d[0.188,0.834], g[4.267]
Training on Epoch 24 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:44<00:19, 3.44it/s]
>147, c[0.000,100], d[0.160,0.023], g[4.580]
Training on Epoch 24 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:44<00:18, 3.45it/s]
>148, c[0.000,100], d[0.101,0.045], g[4.545]
Training on Epoch 24 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:44<00:18, 3.41it/s]
>149, c[0.000,100], d[0.564,0.008], g[3.839]
Training on Epoch 24 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:45<00:18, 3.40it/s]
>150, c[0.000,100], d[0.030,0.106], g[4.235]
Training on Epoch 24 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:45<00:18, 3.41it/s]
>151, c[0.000,100], d[0.052,0.033], g[3.593]
Training on Epoch 24 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:45<00:17, 3.43it/s]
>152, c[0.000,100], d[0.261,0.030], g[2.561]
Training on Epoch 24 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:46<00:17, 3.43it/s]
>153, c[0.000,100], d[0.021,0.119], g[1.893]
Training on Epoch 24 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:46<00:17, 3.40it/s]
>154, c[0.001,100], d[0.574,0.465], g[2.386]
Training on Epoch 24 =>: 73%|████████████████████████████████████████ | 155/213 [00:46<00:17, 3.32it/s]
>155, c[0.000,100], d[0.461,0.240], g[3.489]
Training on Epoch 24 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:46<00:17, 3.31it/s]
>156, c[0.000,100], d[0.395,0.259], g[3.033]
Training on Epoch 24 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:47<00:16, 3.34it/s]
>157, c[0.000,100], d[0.704,0.229], g[3.234]
Training on Epoch 24 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:47<00:16, 3.34it/s]
>158, c[0.000,100], d[0.003,0.131], g[3.229]
Training on Epoch 24 =>: 75%|█████████████████████████████████████████ | 159/213 [00:47<00:16, 3.37it/s]
>159, c[0.000,100], d[0.183,0.104], g[3.249]
Training on Epoch 24 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:48<00:15, 3.36it/s]
>160, c[0.000,100], d[0.006,0.077], g[3.224]
Training on Epoch 24 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:48<00:15, 3.35it/s]
>161, c[0.000,100], d[0.144,0.183], g[1.935]
Training on Epoch 24 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:48<00:15, 3.32it/s]
>162, c[0.000,100], d[0.007,0.383], g[4.081]
Training on Epoch 24 =>: 77%|██████████████████████████████████████████ | 163/213 [00:49<00:14, 3.37it/s]
>163, c[0.000,100], d[0.063,0.116], g[6.106]
Training on Epoch 24 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:49<00:14, 3.36it/s]
>164, c[0.001,100], d[0.871,0.128], g[3.464]
Training on Epoch 24 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:49<00:14, 3.35it/s]
>165, c[0.000,100], d[0.037,0.019], g[3.848]
Training on Epoch 24 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:49<00:13, 3.39it/s]
>166, c[0.000,100], d[0.178,0.239], g[4.072]
Training on Epoch 24 =>: 78%|███████████████████████████████████████████ | 167/213 [00:50<00:13, 3.40it/s]
>167, c[0.000,100], d[0.107,0.022], g[3.533]
Training on Epoch 24 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:50<00:13, 3.41it/s]
>168, c[0.000,100], d[0.153,0.105], g[3.567]
Training on Epoch 24 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:50<00:12, 3.43it/s]
>169, c[0.001,100], d[0.346,0.076], g[2.803]
Training on Epoch 24 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:51<00:12, 3.40it/s]
>170, c[0.000,100], d[0.040,0.131], g[3.842]
Training on Epoch 24 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:51<00:12, 3.37it/s]
>171, c[0.000,100], d[0.039,0.033], g[3.917]
Training on Epoch 24 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:51<00:12, 3.40it/s]
>172, c[0.000,100], d[0.033,0.043], g[3.655]
Training on Epoch 24 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:51<00:11, 3.41it/s]
>173, c[0.000,100], d[0.114,0.306], g[4.087]
Training on Epoch 24 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:52<00:11, 3.43it/s]
>174, c[0.000,100], d[0.227,0.073], g[2.828]
Training on Epoch 24 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:52<00:11, 3.43it/s]
>175, c[0.000,100], d[0.101,0.038], g[3.706]
Training on Epoch 24 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:52<00:10, 3.39it/s]
>176, c[0.000,100], d[0.210,0.132], g[2.544]
Training on Epoch 24 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:53<00:10, 3.41it/s]
>177, c[0.000,100], d[0.125,1.326], g[3.373]
Training on Epoch 24 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:53<00:10, 3.36it/s]
>178, c[0.000,100], d[0.257,0.230], g[3.450]
Training on Epoch 24 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:53<00:10, 3.40it/s]
>179, c[0.000,100], d[0.494,0.025], g[2.969]
Training on Epoch 24 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:54<00:09, 3.39it/s]
>180, c[0.000,100], d[1.163,0.093], g[2.129]
Training on Epoch 24 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:54<00:09, 3.38it/s]
>181, c[0.000,100], d[0.122,1.073], g[1.689]
Training on Epoch 24 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:54<00:09, 3.36it/s]
>182, c[0.000,100], d[0.185,0.164], g[2.660]
Training on Epoch 24 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:54<00:08, 3.37it/s]
>183, c[0.000,100], d[0.007,0.261], g[2.760]
Training on Epoch 24 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:55<00:08, 3.39it/s]
>184, c[0.000,100], d[0.279,0.146], g[3.248]
Training on Epoch 24 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:55<00:08, 3.39it/s]
>185, c[0.000,100], d[0.521,0.166], g[2.273]
Training on Epoch 24 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:55<00:08, 3.37it/s]
>186, c[0.000,100], d[0.016,0.080], g[2.187]
Training on Epoch 24 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:56<00:07, 3.37it/s]
>187, c[0.000,100], d[0.033,0.151], g[2.722]
Training on Epoch 24 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:56<00:07, 3.38it/s]
>188, c[0.000,100], d[0.120,0.911], g[3.068]
Training on Epoch 24 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:56<00:07, 3.35it/s]
>189, c[0.000,100], d[0.068,0.029], g[2.942]
Training on Epoch 24 =>: 89%|█████████████████████████████████████████████████ | 190/213 [00:57<00:06, 3.33it/s]
>190, c[0.000,100], d[0.593,0.106], g[2.694]
Training on Epoch 24 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [00:57<00:06, 3.30it/s]
>191, c[0.000,100], d[0.549,0.524], g[2.744]
Training on Epoch 24 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [00:57<00:06, 3.32it/s]
>192, c[0.001,100], d[0.056,1.456], g[2.147]
Training on Epoch 24 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [00:57<00:05, 3.35it/s]
>193, c[0.000,100], d[0.018,0.031], g[4.382]
Training on Epoch 24 =>: 91%|██████████████████████████████████████████████████ | 194/213 [00:58<00:05, 3.39it/s]
>194, c[0.000,100], d[0.457,0.116], g[2.981]
Training on Epoch 24 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [00:58<00:05, 3.39it/s]
>195, c[0.000,100], d[0.382,0.063], g[2.937]
Training on Epoch 24 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [00:58<00:05, 3.37it/s]
>196, c[0.000,100], d[0.022,0.085], g[2.546]
Training on Epoch 24 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [00:59<00:04, 3.40it/s]
>197, c[0.000,100], d[0.046,0.103], g[2.681]
Training on Epoch 24 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [00:59<00:04, 3.36it/s]
>198, c[0.011,100], d[0.031,0.018], g[4.170]
Training on Epoch 24 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [00:59<00:04, 3.34it/s]
>199, c[0.000,100], d[0.180,0.168], g[2.680]
Training on Epoch 24 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [00:59<00:03, 3.38it/s]
>200, c[0.000,100], d[0.105,0.044], g[3.201]
Training on Epoch 24 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:00<00:03, 3.42it/s]
>201, c[0.000,100], d[0.148,0.068], g[1.893]
Training on Epoch 24 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:00<00:03, 3.40it/s]
>202, c[0.000,100], d[0.040,0.956], g[2.242]
Training on Epoch 24 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:00<00:02, 3.42it/s]
>203, c[0.000,100], d[0.193,0.011], g[3.522]
Training on Epoch 24 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:01<00:02, 3.42it/s]
>204, c[0.000,100], d[0.284,0.726], g[3.380]
Training on Epoch 24 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:01<00:02, 3.44it/s]
>205, c[0.000,100], d[0.043,0.030], g[3.943]
Training on Epoch 24 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:01<00:02, 3.44it/s]
>206, c[0.000,100], d[0.367,0.080], g[2.765]
Training on Epoch 24 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:02<00:01, 3.42it/s]
>207, c[0.000,100], d[0.226,0.222], g[2.457]
Training on Epoch 24 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:02<00:01, 3.42it/s]
>208, c[0.001,100], d[0.059,0.384], g[3.358]
Training on Epoch 24 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:02<00:01, 3.41it/s]
>209, c[0.000,100], d[0.389,0.073], g[2.494]
Training on Epoch 24 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:02<00:00, 3.43it/s]
>210, c[0.000,100], d[0.510,0.634], g[3.148]
Training on Epoch 24 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:03<00:00, 3.47it/s]
>211, c[0.001,100], d[0.067,0.283], g[3.574]
Training on Epoch 24 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:03<00:00, 3.43it/s]
>212, c[0.000,100], d[0.125,0.148], g[3.075]
Training on Epoch 24 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:03<00:00, 3.34it/s]
>213, c[0.000,100], d[0.109,0.143], g[3.014]
EPOCHS =>: 48%|██████████████████████████████████ | 24/50 [31:16<30:03, 69.38s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 25 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 25 =>: 0%|▎ | 1/213 [00:00<01:03, 3.34it/s]
>1, c[0.000,100], d[0.292,0.575], g[2.881]
Training on Epoch 25 =>: 1%|▌ | 2/213 [00:00<01:01, 3.42it/s]
>2, c[0.000,100], d[0.068,0.121], g[3.493]
Training on Epoch 25 =>: 1%|▊ | 3/213 [00:00<01:01, 3.42it/s]
>3, c[0.001,100], d[0.250,0.051], g[3.052]
Training on Epoch 25 =>: 2%|█ | 4/213 [00:01<01:00, 3.44it/s]
>4, c[0.000,100], d[0.091,0.054], g[3.095]
Training on Epoch 25 =>: 2%|█▎ | 5/213 [00:01<00:59, 3.47it/s]
>5, c[0.000,100], d[0.019,0.226], g[3.523]
Training on Epoch 25 =>: 3%|█▌ | 6/213 [00:01<01:00, 3.39it/s]
>6, c[0.000,100], d[0.560,0.277], g[2.037]
Training on Epoch 25 =>: 3%|█▊ | 7/213 [00:02<01:01, 3.38it/s]
>7, c[0.000,100], d[0.362,0.085], g[2.466]
Training on Epoch 25 =>: 4%|██▏ | 8/213 [00:02<01:00, 3.41it/s]
>8, c[0.000,100], d[0.033,0.046], g[2.382]
Training on Epoch 25 =>: 4%|██▍ | 9/213 [00:02<01:00, 3.37it/s]
>9, c[0.000,100], d[0.042,0.064], g[2.671]
Training on Epoch 25 =>: 5%|██▋ | 10/213 [00:02<01:02, 3.27it/s]
>10, c[0.000,100], d[0.013,0.310], g[2.617]
Training on Epoch 25 =>: 5%|██▉ | 11/213 [00:03<01:01, 3.30it/s]
>11, c[0.000,100], d[0.092,0.259], g[3.658]
Training on Epoch 25 =>: 6%|███▏ | 12/213 [00:03<01:00, 3.34it/s]
>12, c[0.000,100], d[0.039,0.419], g[3.849]
Training on Epoch 25 =>: 6%|███▍ | 13/213 [00:03<00:59, 3.37it/s]
>13, c[0.000,100], d[0.682,0.037], g[2.422]
Training on Epoch 25 =>: 7%|███▋ | 14/213 [00:04<00:58, 3.38it/s]
>14, c[0.000,100], d[0.363,0.055], g[2.382]
Training on Epoch 25 =>: 7%|███▉ | 15/213 [00:04<00:57, 3.43it/s]
>15, c[0.000,100], d[0.004,0.263], g[2.565]
Training on Epoch 25 =>: 8%|████▏ | 16/213 [00:04<00:58, 3.39it/s]
>16, c[0.000,100], d[0.234,0.112], g[1.853]
Training on Epoch 25 =>: 8%|████▍ | 17/213 [00:05<00:57, 3.41it/s]
>17, c[0.000,100], d[0.042,0.251], g[3.921]
Training on Epoch 25 =>: 8%|████▋ | 18/213 [00:05<00:56, 3.43it/s]
>18, c[0.000,100], d[0.441,0.090], g[3.775]
Training on Epoch 25 =>: 9%|████▉ | 19/213 [00:05<00:57, 3.40it/s]
>19, c[0.000,100], d[0.055,0.025], g[3.754]
Training on Epoch 25 =>: 9%|█████▎ | 20/213 [00:05<00:56, 3.40it/s]
>20, c[0.000,100], d[0.222,0.550], g[3.324]
Training on Epoch 25 =>: 10%|█████▌ | 21/213 [00:06<00:56, 3.42it/s]
>21, c[0.001,100], d[0.141,0.053], g[2.788]
Training on Epoch 25 =>: 10%|█████▊ | 22/213 [00:06<00:55, 3.44it/s]
>22, c[0.000,100], d[0.098,0.072], g[3.813]
Training on Epoch 25 =>: 11%|██████ | 23/213 [00:06<00:55, 3.41it/s]
>23, c[0.000,100], d[0.249,0.064], g[3.079]
Training on Epoch 25 =>: 11%|██████▎ | 24/213 [00:07<00:55, 3.40it/s]
>24, c[0.000,100], d[0.043,0.291], g[3.337]
Training on Epoch 25 =>: 12%|██████▌ | 25/213 [00:07<00:54, 3.42it/s]
>25, c[0.000,100], d[0.014,0.036], g[3.575]
Training on Epoch 25 =>: 12%|██████▊ | 26/213 [00:07<00:55, 3.40it/s]
>26, c[0.000,100], d[0.433,0.036], g[3.988]
Training on Epoch 25 =>: 13%|███████ | 27/213 [00:07<00:55, 3.38it/s]
>27, c[0.000,100], d[0.036,0.177], g[3.024]
Training on Epoch 25 =>: 13%|███████▎ | 28/213 [00:08<00:54, 3.41it/s]
>28, c[0.000,100], d[0.127,0.575], g[3.310]
Training on Epoch 25 =>: 14%|███████▌ | 29/213 [00:08<00:54, 3.40it/s]
>29, c[0.000,100], d[0.477,0.030], g[2.259]
Training on Epoch 25 =>: 14%|███████▉ | 30/213 [00:08<00:53, 3.41it/s]
>30, c[0.000,100], d[0.696,0.301], g[3.937]
Training on Epoch 25 =>: 15%|████████▏ | 31/213 [00:09<00:53, 3.39it/s]
>31, c[0.001,100], d[0.004,0.061], g[2.619]
Training on Epoch 25 =>: 15%|████████▍ | 32/213 [00:09<00:54, 3.33it/s]
>32, c[0.000,100], d[0.031,0.076], g[3.458]
Training on Epoch 25 =>: 15%|████████▋ | 33/213 [00:09<00:54, 3.33it/s]
>33, c[0.001,100], d[0.351,0.087], g[2.491]
Training on Epoch 25 =>: 16%|████████▉ | 34/213 [00:10<00:53, 3.33it/s]
>34, c[0.000,100], d[0.001,0.057], g[4.210]
Training on Epoch 25 =>: 16%|█████████▏ | 35/213 [00:10<00:53, 3.35it/s]
>35, c[0.000,100], d[0.003,0.077], g[3.282]
Training on Epoch 25 =>: 17%|█████████▍ | 36/213 [00:10<00:53, 3.32it/s]
>36, c[0.000,100], d[0.018,0.361], g[3.889]
Training on Epoch 25 =>: 17%|█████████▋ | 37/213 [00:10<00:52, 3.36it/s]
>37, c[0.000,100], d[0.009,0.009], g[4.493]
Training on Epoch 25 =>: 18%|█████████▉ | 38/213 [00:11<00:51, 3.40it/s]
>38, c[0.000,100], d[0.674,0.251], g[2.687]
Training on Epoch 25 =>: 18%|██████████▎ | 39/213 [00:11<00:51, 3.41it/s]
>39, c[0.000,100], d[0.050,0.102], g[4.331]
Training on Epoch 25 =>: 19%|██████████▌ | 40/213 [00:11<00:50, 3.43it/s]
>40, c[0.000,100], d[0.041,0.131], g[4.067]
Training on Epoch 25 =>: 19%|██████████▊ | 41/213 [00:12<00:49, 3.44it/s]
>41, c[0.000,100], d[0.024,0.088], g[5.743]
Training on Epoch 25 =>: 20%|███████████ | 42/213 [00:12<00:49, 3.44it/s]
>42, c[0.000,100], d[0.056,0.013], g[3.546]
Training on Epoch 25 =>: 20%|███████████▎ | 43/213 [00:12<00:49, 3.41it/s]
>43, c[0.000,100], d[0.170,1.365], g[4.242]
Training on Epoch 25 =>: 21%|███████████▌ | 44/213 [00:12<00:49, 3.39it/s]
>44, c[0.000,100], d[0.205,0.027], g[4.021]
Training on Epoch 25 =>: 21%|███████████▊ | 45/213 [00:13<00:50, 3.34it/s]
>45, c[0.000,100], d[0.696,0.186], g[3.250]
Training on Epoch 25 =>: 22%|████████████ | 46/213 [00:13<00:49, 3.36it/s]
>46, c[0.000,100], d[0.059,0.249], g[3.260]
Training on Epoch 25 =>: 22%|████████████▎ | 47/213 [00:13<00:49, 3.36it/s]
>47, c[0.000,100], d[0.064,0.068], g[4.567]
Training on Epoch 25 =>: 23%|████████████▌ | 48/213 [00:14<00:48, 3.37it/s]
>48, c[0.000,100], d[0.055,0.053], g[3.312]
Training on Epoch 25 =>: 23%|████████████▉ | 49/213 [00:14<00:48, 3.36it/s]
>49, c[0.000,100], d[0.192,0.109], g[3.853]
Training on Epoch 25 =>: 23%|█████████████▏ | 50/213 [00:14<00:48, 3.37it/s]
>50, c[0.000,100], d[0.105,0.098], g[3.583]
Training on Epoch 25 =>: 24%|█████████████▍ | 51/213 [00:15<00:47, 3.41it/s]
>51, c[0.000,100], d[0.018,0.082], g[2.982]
Training on Epoch 25 =>: 24%|█████████████▋ | 52/213 [00:15<00:46, 3.43it/s]
>52, c[0.000,100], d[0.019,0.030], g[3.727]
Training on Epoch 25 =>: 25%|█████████████▉ | 53/213 [00:15<00:47, 3.33it/s]
>53, c[0.000,100], d[0.064,0.803], g[4.821]
Training on Epoch 25 =>: 25%|██████████████▏ | 54/213 [00:15<00:47, 3.36it/s]
>54, c[0.002,100], d[0.701,0.065], g[2.937]
Training on Epoch 25 =>: 26%|██████████████▍ | 55/213 [00:16<00:46, 3.38it/s]
>55, c[0.000,100], d[0.123,0.275], g[3.856]
Training on Epoch 25 =>: 26%|██████████████▋ | 56/213 [00:16<00:46, 3.37it/s]
>56, c[0.003,100], d[0.068,0.129], g[3.552]
Training on Epoch 25 =>: 27%|██████████████▉ | 57/213 [00:16<00:46, 3.33it/s]
>57, c[0.000,100], d[0.586,0.219], g[3.433]
Training on Epoch 25 =>: 27%|███████████████▏ | 58/213 [00:17<00:47, 3.28it/s]
>58, c[0.000,100], d[0.407,0.048], g[3.813]
Training on Epoch 25 =>: 28%|███████████████▌ | 59/213 [00:17<00:46, 3.32it/s]
>59, c[0.000,100], d[0.069,0.078], g[2.940]
Training on Epoch 25 =>: 28%|███████████████▊ | 60/213 [00:17<00:45, 3.33it/s]
>60, c[0.000,100], d[0.085,0.060], g[3.202]
Training on Epoch 25 =>: 29%|████████████████ | 61/213 [00:18<00:45, 3.30it/s]
>61, c[0.000,100], d[0.029,0.518], g[3.281]
Training on Epoch 25 =>: 29%|████████████████▎ | 62/213 [00:18<00:45, 3.35it/s]
>62, c[0.000,100], d[0.258,0.282], g[2.934]
Training on Epoch 25 =>: 30%|████████████████▌ | 63/213 [00:18<00:45, 3.30it/s]
>63, c[0.000,100], d[0.038,0.093], g[3.260]
Training on Epoch 25 =>: 30%|████████████████▊ | 64/213 [00:18<00:44, 3.34it/s]
>64, c[0.000,100], d[0.155,0.169], g[2.336]
Training on Epoch 25 =>: 31%|█████████████████ | 65/213 [00:19<00:44, 3.34it/s]
>65, c[0.000,100], d[0.826,0.269], g[3.084]
Training on Epoch 25 =>: 31%|█████████████████▎ | 66/213 [00:19<00:43, 3.36it/s]
>66, c[0.000,100], d[0.143,0.158], g[3.521]
Training on Epoch 25 =>: 31%|█████████████████▌ | 67/213 [00:19<00:43, 3.34it/s]
>67, c[0.000,100], d[0.082,0.220], g[4.044]
Training on Epoch 25 =>: 32%|█████████████████▉ | 68/213 [00:20<00:43, 3.37it/s]
>68, c[0.001,100], d[0.466,0.057], g[3.300]
Training on Epoch 25 =>: 32%|██████████████████▏ | 69/213 [00:20<00:42, 3.39it/s]
>69, c[0.016,100], d[0.349,0.103], g[2.400]
Training on Epoch 25 =>: 33%|██████████████████▍ | 70/213 [00:20<00:42, 3.38it/s]
>70, c[0.000,100], d[0.194,0.128], g[2.924]
Training on Epoch 25 =>: 33%|██████████████████▋ | 71/213 [00:21<00:41, 3.43it/s]
>71, c[0.000,100], d[0.036,0.053], g[2.615]
Training on Epoch 25 =>: 34%|██████████████████▉ | 72/213 [00:21<00:40, 3.44it/s]
>72, c[0.000,100], d[0.034,0.138], g[2.998]
Training on Epoch 25 =>: 34%|███████████████████▏ | 73/213 [00:21<00:40, 3.44it/s]
>73, c[0.000,100], d[0.026,0.508], g[3.382]
Training on Epoch 25 =>: 35%|███████████████████▍ | 74/213 [00:21<00:40, 3.39it/s]
>74, c[0.000,100], d[0.052,0.486], g[4.868]
Training on Epoch 25 =>: 35%|███████████████████▋ | 75/213 [00:22<00:41, 3.36it/s]
>75, c[0.003,100], d[0.973,0.028], g[3.653]
Training on Epoch 25 =>: 36%|███████████████████▉ | 76/213 [00:22<00:40, 3.36it/s]
>76, c[0.000,100], d[0.018,0.365], g[3.233]
Training on Epoch 25 =>: 36%|████████████████████▏ | 77/213 [00:22<00:40, 3.34it/s]
>77, c[0.000,100], d[0.020,0.050], g[4.300]
Training on Epoch 25 =>: 37%|████████████████████▌ | 78/213 [00:23<00:40, 3.34it/s]
>78, c[0.000,100], d[0.416,0.570], g[3.859]
Training on Epoch 25 =>: 37%|████████████████████▊ | 79/213 [00:23<00:39, 3.35it/s]
>79, c[0.000,100], d[0.445,0.108], g[2.893]
Training on Epoch 25 =>: 38%|█████████████████████ | 80/213 [00:23<00:39, 3.36it/s]
>80, c[0.000,100], d[0.615,0.118], g[2.309]
Training on Epoch 25 =>: 38%|█████████████████████▎ | 81/213 [00:23<00:39, 3.38it/s]
>81, c[0.000,100], d[0.172,0.651], g[3.211]
Training on Epoch 25 =>: 38%|█████████████████████▌ | 82/213 [00:24<00:39, 3.35it/s]
>82, c[0.000,100], d[0.456,0.065], g[2.149]
Training on Epoch 25 =>: 39%|█████████████████████▊ | 83/213 [00:24<00:39, 3.32it/s]
>83, c[0.000,100], d[0.039,0.077], g[3.380]
Training on Epoch 25 =>: 39%|██████████████████████ | 84/213 [00:24<00:38, 3.33it/s]
>84, c[0.000,100], d[0.015,0.131], g[3.130]
Training on Epoch 25 =>: 40%|██████████████████████▎ | 85/213 [00:25<00:38, 3.33it/s]
>85, c[0.000,100], d[0.603,0.106], g[2.795]
Training on Epoch 25 =>: 40%|██████████████████████▌ | 86/213 [00:25<00:38, 3.32it/s]
>86, c[0.000,100], d[0.012,0.043], g[3.674]
Training on Epoch 25 =>: 41%|██████████████████████▊ | 87/213 [00:25<00:37, 3.34it/s]
>87, c[0.001,100], d[0.442,0.054], g[2.379]
Training on Epoch 25 =>: 41%|███████████████████████▏ | 88/213 [00:26<00:37, 3.35it/s]
>88, c[0.000,100], d[0.062,0.045], g[2.981]
Training on Epoch 25 =>: 42%|███████████████████████▍ | 89/213 [00:26<00:36, 3.37it/s]
>89, c[0.002,100], d[0.090,0.082], g[3.006]
Training on Epoch 25 =>: 42%|███████████████████████▋ | 90/213 [00:26<00:36, 3.38it/s]
>90, c[0.000,100], d[0.228,0.100], g[3.680]
Training on Epoch 25 =>: 43%|███████████████████████▉ | 91/213 [00:26<00:35, 3.41it/s]
>91, c[0.000,100], d[0.297,0.152], g[2.548]
Training on Epoch 25 =>: 43%|████████████████████████▏ | 92/213 [00:27<00:35, 3.40it/s]
>92, c[0.000,100], d[0.050,0.194], g[2.558]
Training on Epoch 25 =>: 44%|████████████████████████▍ | 93/213 [00:27<00:35, 3.41it/s]
>93, c[0.000,100], d[0.005,0.180], g[3.678]
Training on Epoch 25 =>: 44%|████████████████████████▋ | 94/213 [00:27<00:34, 3.41it/s]
>94, c[0.000,100], d[0.014,0.049], g[4.665]
Training on Epoch 25 =>: 45%|████████████████████████▉ | 95/213 [00:28<00:35, 3.36it/s]
>95, c[0.000,100], d[0.067,0.026], g[3.041]
Training on Epoch 25 =>: 45%|█████████████████████████▏ | 96/213 [00:28<00:34, 3.41it/s]
>96, c[0.000,100], d[0.093,0.096], g[4.264]
Training on Epoch 25 =>: 46%|█████████████████████████▌ | 97/213 [00:28<00:33, 3.43it/s]
>97, c[0.000,100], d[0.022,0.230], g[4.001]
Training on Epoch 25 =>: 46%|█████████████████████████▊ | 98/213 [00:29<00:33, 3.43it/s]
>98, c[0.000,100], d[0.089,0.100], g[3.868]
Training on Epoch 25 =>: 46%|██████████████████████████ | 99/213 [00:29<00:33, 3.44it/s]
>99, c[0.000,100], d[0.047,0.132], g[4.238]
Training on Epoch 25 =>: 47%|█████████████████████████▊ | 100/213 [00:29<00:32, 3.44it/s]
>100, c[0.000,100], d[0.029,0.014], g[3.259]
Training on Epoch 25 =>: 47%|██████████████████████████ | 101/213 [00:29<00:32, 3.45it/s]
>101, c[0.001,100], d[0.270,0.023], g[4.135]
Training on Epoch 25 =>: 48%|██████████████████████████▎ | 102/213 [00:30<00:32, 3.40it/s]
>102, c[0.000,100], d[0.012,0.064], g[3.043]
Training on Epoch 25 =>: 48%|██████████████████████████▌ | 103/213 [00:30<00:32, 3.40it/s]
>103, c[0.000,100], d[0.532,0.018], g[2.864]
Training on Epoch 25 =>: 49%|██████████████████████████▊ | 104/213 [00:30<00:32, 3.34it/s]
>104, c[0.000,100], d[0.247,0.596], g[3.618]
Training on Epoch 25 =>: 49%|███████████████████████████ | 105/213 [00:31<00:32, 3.35it/s]
>105, c[0.004,100], d[0.263,0.423], g[3.263]
Training on Epoch 25 =>: 50%|███████████████████████████▎ | 106/213 [00:31<00:32, 3.33it/s]
>106, c[0.000,100], d[0.244,1.181], g[3.507]
Training on Epoch 25 =>: 50%|███████████████████████████▋ | 107/213 [00:31<00:31, 3.33it/s]
>107, c[0.000,100], d[0.491,0.309], g[2.753]
Training on Epoch 25 =>: 51%|███████████████████████████▉ | 108/213 [00:31<00:31, 3.38it/s]
>108, c[0.000,100], d[0.656,0.225], g[2.659]
Training on Epoch 25 =>: 51%|████████████████████████████▏ | 109/213 [00:32<00:31, 3.34it/s]
>109, c[0.000,100], d[0.227,0.103], g[2.523]
Training on Epoch 25 =>: 52%|████████████████████████████▍ | 110/213 [00:32<00:30, 3.38it/s]
>110, c[0.000,100], d[0.065,0.075], g[2.610]
Training on Epoch 25 =>: 52%|████████████████████████████▋ | 111/213 [00:32<00:30, 3.37it/s]
>111, c[0.000,100], d[0.026,0.129], g[3.669]
Training on Epoch 25 =>: 53%|████████████████████████████▉ | 112/213 [00:33<00:30, 3.36it/s]
>112, c[0.000,100], d[0.127,0.605], g[4.002]
Training on Epoch 25 =>: 53%|█████████████████████████████▏ | 113/213 [00:33<00:29, 3.39it/s]
>113, c[0.002,100], d[0.063,0.031], g[4.202]
Training on Epoch 25 =>: 54%|█████████████████████████████▍ | 114/213 [00:33<00:29, 3.40it/s]
>114, c[0.000,100], d[0.461,0.041], g[3.305]
Training on Epoch 25 =>: 54%|█████████████████████████████▋ | 115/213 [00:34<00:28, 3.44it/s]
>115, c[0.000,100], d[0.066,0.063], g[3.086]
Training on Epoch 25 =>: 54%|█████████████████████████████▉ | 116/213 [00:34<00:28, 3.45it/s]
>116, c[0.000,100], d[0.096,0.300], g[3.836]
Training on Epoch 25 =>: 55%|██████████████████████████████▏ | 117/213 [00:34<00:27, 3.44it/s]
>117, c[0.000,100], d[0.021,0.131], g[4.270]
Training on Epoch 25 =>: 55%|██████████████████████████████▍ | 118/213 [00:34<00:27, 3.43it/s]
>118, c[0.000,100], d[0.031,0.029], g[2.980]
Training on Epoch 25 =>: 56%|██████████████████████████████▋ | 119/213 [00:35<00:27, 3.41it/s]
>119, c[0.000,100], d[0.175,0.030], g[3.323]
Training on Epoch 25 =>: 56%|██████████████████████████████▉ | 120/213 [00:35<00:26, 3.45it/s]
>120, c[0.000,100], d[0.115,0.076], g[3.514]
Training on Epoch 25 =>: 57%|███████████████████████████████▏ | 121/213 [00:35<00:27, 3.40it/s]
>121, c[0.000,100], d[0.043,0.040], g[4.191]
Training on Epoch 25 =>: 57%|███████████████████████████████▌ | 122/213 [00:36<00:26, 3.42it/s]
>122, c[0.000,100], d[0.524,0.083], g[2.891]
Training on Epoch 25 =>: 58%|███████████████████████████████▊ | 123/213 [00:36<00:26, 3.42it/s]
>123, c[0.000,100], d[0.104,0.084], g[2.425]
Training on Epoch 25 =>: 58%|████████████████████████████████ | 124/213 [00:36<00:25, 3.43it/s]
>124, c[0.000,100], d[0.049,0.292], g[2.421]
Training on Epoch 25 =>: 59%|████████████████████████████████▎ | 125/213 [00:36<00:25, 3.41it/s]
>125, c[0.000,100], d[0.589,0.293], g[3.905]
Training on Epoch 25 =>: 59%|████████████████████████████████▌ | 126/213 [00:37<00:25, 3.40it/s]
>126, c[0.000,100], d[0.042,0.016], g[3.597]
Training on Epoch 25 =>: 60%|████████████████████████████████▊ | 127/213 [00:37<00:25, 3.36it/s]
>127, c[0.000,100], d[0.417,0.036], g[2.243]
Training on Epoch 25 =>: 60%|█████████████████████████████████ | 128/213 [00:37<00:25, 3.32it/s]
>128, c[0.000,100], d[0.031,0.075], g[3.824]
Training on Epoch 25 =>: 61%|█████████████████████████████████▎ | 129/213 [00:38<00:25, 3.34it/s]
>129, c[0.000,100], d[0.139,0.072], g[2.918]
Training on Epoch 25 =>: 61%|█████████████████████████████████▌ | 130/213 [00:38<00:24, 3.35it/s]
>130, c[0.000,100], d[0.045,0.115], g[2.896]
Training on Epoch 25 =>: 62%|█████████████████████████████████▊ | 131/213 [00:38<00:24, 3.34it/s]
>131, c[0.000,100], d[0.019,0.454], g[2.657]
Training on Epoch 25 =>: 62%|██████████████████████████████████ | 132/213 [00:39<00:24, 3.32it/s]
>132, c[0.000,100], d[0.328,0.304], g[3.483]
Training on Epoch 25 =>: 62%|██████████████████████████████████▎ | 133/213 [00:39<00:24, 3.33it/s]
>133, c[0.001,100], d[0.066,0.119], g[4.710]
Training on Epoch 25 =>: 63%|██████████████████████████████████▌ | 134/213 [00:39<00:23, 3.32it/s]
>134, c[0.001,100], d[1.512,0.032], g[3.875]
Training on Epoch 25 =>: 63%|██████████████████████████████████▊ | 135/213 [00:39<00:23, 3.35it/s]
>135, c[0.000,100], d[1.374,0.659], g[2.603]
Training on Epoch 25 =>: 64%|███████████████████████████████████ | 136/213 [00:40<00:23, 3.33it/s]
>136, c[0.001,100], d[0.378,0.537], g[2.352]
Training on Epoch 25 =>: 64%|███████████████████████████████████▍ | 137/213 [00:40<00:22, 3.35it/s]
>137, c[0.000,100], d[0.268,0.356], g[4.247]
Training on Epoch 25 =>: 65%|███████████████████████████████████▋ | 138/213 [00:40<00:22, 3.37it/s]
>138, c[0.000,100], d[0.116,0.020], g[2.783]
Training on Epoch 25 =>: 65%|███████████████████████████████████▉ | 139/213 [00:41<00:21, 3.38it/s]
>139, c[0.000,100], d[0.071,0.145], g[4.543]
Training on Epoch 25 =>: 66%|████████████████████████████████████▏ | 140/213 [00:41<00:21, 3.39it/s]
>140, c[0.000,100], d[0.092,0.234], g[3.716]
Training on Epoch 25 =>: 66%|████████████████████████████████████▍ | 141/213 [00:41<00:21, 3.36it/s]
>141, c[0.000,100], d[0.245,0.024], g[3.807]
Training on Epoch 25 =>: 67%|████████████████████████████████████▋ | 142/213 [00:42<00:21, 3.35it/s]
>142, c[0.000,100], d[0.478,0.060], g[2.425]
Training on Epoch 25 =>: 67%|████████████████████████████████████▉ | 143/213 [00:42<00:20, 3.36it/s]
>143, c[0.000,100], d[0.017,0.143], g[2.085]
Training on Epoch 25 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:42<00:20, 3.32it/s]
>144, c[0.000,100], d[0.019,0.231], g[2.415]
Training on Epoch 25 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:42<00:20, 3.28it/s]
>145, c[0.000,100], d[0.069,0.046], g[2.149]
Training on Epoch 25 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:43<00:20, 3.29it/s]
>146, c[0.001,100], d[0.002,0.058], g[2.881]
Training on Epoch 25 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:43<00:20, 3.29it/s]
>147, c[0.000,100], d[0.017,0.077], g[2.842]
Training on Epoch 25 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:43<00:19, 3.33it/s]
>148, c[0.000,100], d[0.036,0.060], g[3.863]
Training on Epoch 25 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:44<00:19, 3.35it/s]
>149, c[0.000,100], d[0.550,0.398], g[2.530]
Training on Epoch 25 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:44<00:18, 3.34it/s]
>150, c[0.000,100], d[0.092,0.266], g[4.241]
Training on Epoch 25 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:44<00:18, 3.40it/s]
>151, c[0.000,100], d[0.913,0.748], g[3.897]
Training on Epoch 25 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:45<00:17, 3.41it/s]
>152, c[0.000,100], d[0.782,0.181], g[2.798]
Training on Epoch 25 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:45<00:17, 3.40it/s]
>153, c[0.000,100], d[1.104,0.094], g[1.970]
Training on Epoch 25 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:45<00:17, 3.42it/s]
>154, c[0.000,100], d[0.097,0.086], g[2.183]
Training on Epoch 25 =>: 73%|████████████████████████████████████████ | 155/213 [00:45<00:16, 3.42it/s]
>155, c[0.000,100], d[0.024,0.092], g[2.142]
Training on Epoch 25 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:46<00:16, 3.43it/s]
>156, c[0.000,100], d[0.018,0.159], g[2.360]
Training on Epoch 25 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:46<00:16, 3.44it/s]
>157, c[0.000,100], d[0.098,0.075], g[2.798]
Training on Epoch 25 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:46<00:15, 3.45it/s]
>158, c[0.012,100], d[0.222,0.386], g[2.829]
Training on Epoch 25 =>: 75%|█████████████████████████████████████████ | 159/213 [00:47<00:15, 3.43it/s]
>159, c[0.003,100], d[0.006,0.205], g[2.412]
Training on Epoch 25 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:47<00:15, 3.43it/s]
>160, c[0.000,100], d[0.031,0.087], g[3.872]
Training on Epoch 25 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:47<00:15, 3.44it/s]
>161, c[0.000,100], d[0.020,0.149], g[3.415]
Training on Epoch 25 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:47<00:14, 3.41it/s]
>162, c[0.000,100], d[0.305,0.033], g[4.312]
Training on Epoch 25 =>: 77%|██████████████████████████████████████████ | 163/213 [00:48<00:14, 3.44it/s]
>163, c[0.000,100], d[0.771,0.076], g[2.295]
Training on Epoch 25 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:48<00:14, 3.45it/s]
>164, c[0.000,100], d[0.308,0.223], g[3.163]
Training on Epoch 25 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:48<00:14, 3.42it/s]
>165, c[0.000,100], d[0.098,0.183], g[3.008]
Training on Epoch 25 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:49<00:13, 3.42it/s]
>166, c[0.000,100], d[0.017,1.444], g[4.140]
Training on Epoch 25 =>: 78%|███████████████████████████████████████████ | 167/213 [00:49<00:13, 3.44it/s]
>167, c[0.000,100], d[0.589,0.119], g[2.328]
Training on Epoch 25 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:49<00:13, 3.45it/s]
>168, c[0.002,100], d[0.157,0.054], g[3.075]
Training on Epoch 25 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:49<00:12, 3.42it/s]
>169, c[0.000,100], d[0.006,0.085], g[2.824]
Training on Epoch 25 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:50<00:12, 3.43it/s]
>170, c[0.000,100], d[0.064,0.036], g[2.829]
Training on Epoch 25 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:50<00:12, 3.45it/s]
>171, c[0.004,100], d[0.008,0.748], g[3.493]
Training on Epoch 25 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:50<00:11, 3.46it/s]
>172, c[0.000,100], d[0.040,0.579], g[3.928]
Training on Epoch 25 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:51<00:11, 3.46it/s]
>173, c[0.000,100], d[0.934,0.065], g[2.683]
Training on Epoch 25 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:51<00:11, 3.44it/s]
>174, c[0.002,100], d[0.161,0.101], g[2.797]
Training on Epoch 25 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:51<00:11, 3.45it/s]
>175, c[0.000,100], d[0.046,0.066], g[2.712]
Training on Epoch 25 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:52<00:10, 3.46it/s]
>176, c[0.000,100], d[0.060,0.122], g[1.906]
Training on Epoch 25 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:52<00:10, 3.46it/s]
>177, c[0.000,100], d[0.006,0.140], g[2.852]
Training on Epoch 25 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:52<00:10, 3.38it/s]
>178, c[0.000,100], d[0.059,0.165], g[3.074]
Training on Epoch 25 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:52<00:10, 3.38it/s]
>179, c[0.000,100], d[0.154,0.041], g[3.345]
Training on Epoch 25 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:53<00:09, 3.41it/s]
>180, c[0.000,100], d[0.016,0.091], g[3.007]
Training on Epoch 25 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:53<00:09, 3.43it/s]
>181, c[0.000,100], d[0.165,0.375], g[3.319]
Training on Epoch 25 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:53<00:09, 3.44it/s]
>182, c[0.000,100], d[0.043,0.026], g[4.311]
Training on Epoch 25 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:54<00:08, 3.40it/s]
>183, c[0.001,100], d[0.016,0.402], g[4.953]
Training on Epoch 25 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:54<00:08, 3.39it/s]
>184, c[0.000,100], d[0.012,0.162], g[4.919]
Training on Epoch 25 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:54<00:08, 3.39it/s]
>185, c[0.001,100], d[1.506,0.160], g[3.417]
Training on Epoch 25 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:54<00:08, 3.37it/s]
>186, c[0.000,100], d[0.072,0.075], g[2.483]
Training on Epoch 25 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:55<00:07, 3.36it/s]
>187, c[0.000,100], d[0.041,0.120], g[2.876]
Training on Epoch 25 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:55<00:07, 3.36it/s]
>188, c[0.000,100], d[0.091,0.177], g[3.389]
Training on Epoch 25 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:55<00:07, 3.32it/s]
>189, c[0.000,100], d[0.091,0.234], g[2.681]
Training on Epoch 25 =>: 89%|█████████████████████████████████████████████████ | 190/213 [00:56<00:06, 3.34it/s]
>190, c[0.000,100], d[0.128,0.277], g[3.326]
Training on Epoch 25 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [00:56<00:06, 3.37it/s]
>191, c[0.000,100], d[0.666,0.031], g[2.339]
Training on Epoch 25 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [00:56<00:06, 3.40it/s]
>192, c[0.000,100], d[0.445,0.078], g[1.991]
Training on Epoch 25 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [00:57<00:05, 3.41it/s]
>193, c[0.002,100], d[0.031,0.093], g[2.190]
Training on Epoch 25 =>: 91%|██████████████████████████████████████████████████ | 194/213 [00:57<00:05, 3.39it/s]
>194, c[0.000,100], d[0.233,0.722], g[2.482]
Training on Epoch 25 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [00:57<00:05, 3.39it/s]
>195, c[0.000,100], d[0.608,0.095], g[2.056]
Training on Epoch 25 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [00:57<00:05, 3.40it/s]
>196, c[0.000,100], d[0.232,0.095], g[2.345]
Training on Epoch 25 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [00:58<00:04, 3.42it/s]
>197, c[0.000,100], d[0.016,0.460], g[3.900]
Training on Epoch 25 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [00:58<00:04, 3.42it/s]
>198, c[0.000,100], d[0.056,1.104], g[2.823]
Training on Epoch 25 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [00:58<00:04, 3.40it/s]
>199, c[0.000,100], d[0.053,0.021], g[2.797]
Training on Epoch 25 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [00:59<00:03, 3.42it/s]
>200, c[0.000,100], d[0.248,0.021], g[3.209]
Training on Epoch 25 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [00:59<00:03, 3.38it/s]
>201, c[0.000,100], d[0.749,0.047], g[2.217]
Training on Epoch 25 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [00:59<00:03, 3.35it/s]
>202, c[0.000,100], d[0.483,0.158], g[2.839]
Training on Epoch 25 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [00:59<00:02, 3.39it/s]
>203, c[0.000,100], d[0.368,0.177], g[1.328]
Training on Epoch 25 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:00<00:02, 3.42it/s]
>204, c[0.000,100], d[0.138,0.690], g[3.700]
Training on Epoch 25 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:00<00:02, 3.41it/s]
>205, c[0.032,100], d[0.069,0.190], g[3.338]
Training on Epoch 25 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:00<00:02, 3.41it/s]
>206, c[0.000,100], d[0.240,0.053], g[3.441]
Training on Epoch 25 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:01<00:01, 3.43it/s]
>207, c[0.000,100], d[0.007,0.039], g[3.013]
Training on Epoch 25 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:01<00:01, 3.45it/s]
>208, c[0.002,100], d[0.160,0.430], g[2.825]
Training on Epoch 25 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:01<00:01, 3.44it/s]
>209, c[0.000,100], d[0.664,0.127], g[2.113]
Training on Epoch 25 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:02<00:00, 3.45it/s]
>210, c[0.000,100], d[0.163,0.353], g[3.432]
Training on Epoch 25 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:02<00:00, 3.46it/s]
>211, c[0.000,100], d[0.081,0.038], g[2.036]
Training on Epoch 25 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:02<00:00, 3.44it/s]
>212, c[0.000,100], d[0.040,0.064], g[3.766]
Training on Epoch 25 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:02<00:00, 3.39it/s]
>213, c[0.000,100], d[0.067,0.103], g[3.931]
EPOCHS =>: 50%|███████████████████████████████████▌ | 25/50 [32:20<28:12, 67.71s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 26 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 26 =>: 0%|▎ | 1/213 [00:00<01:04, 3.29it/s]
>1, c[0.000,100], d[0.024,0.071], g[3.203]
Training on Epoch 26 =>: 1%|▌ | 2/213 [00:00<01:04, 3.27it/s]
>2, c[0.000,100], d[0.131,0.030], g[3.600]
Training on Epoch 26 =>: 1%|▊ | 3/213 [00:00<01:03, 3.32it/s]
>3, c[0.000,100], d[0.020,0.057], g[3.483]
Training on Epoch 26 =>: 2%|█ | 4/213 [00:01<01:03, 3.29it/s]
>4, c[0.000,100], d[0.005,0.160], g[3.294]
Training on Epoch 26 =>: 2%|█▎ | 5/213 [00:01<01:02, 3.34it/s]
>5, c[0.000,100], d[0.075,0.039], g[3.541]
Training on Epoch 26 =>: 3%|█▌ | 6/213 [00:01<01:03, 3.23it/s]
>6, c[0.000,100], d[0.719,0.155], g[3.379]
Training on Epoch 26 =>: 3%|█▊ | 7/213 [00:02<01:02, 3.30it/s]
>7, c[0.000,100], d[0.057,0.050], g[2.449]
Training on Epoch 26 =>: 4%|██▏ | 8/213 [00:02<01:08, 2.98it/s]
>8, c[0.000,100], d[0.004,0.901], g[3.414]
Training on Epoch 26 =>: 4%|██▍ | 9/213 [00:02<01:06, 3.05it/s]
>9, c[0.000,100], d[0.095,0.037], g[4.635]
Training on Epoch 26 =>: 5%|██▋ | 10/213 [00:03<01:08, 2.98it/s]
>10, c[0.000,100], d[0.438,0.089], g[3.865]
Training on Epoch 26 =>: 5%|██▉ | 11/213 [00:03<01:06, 3.03it/s]
>11, c[0.000,100], d[0.437,0.063], g[3.151]
Training on Epoch 26 =>: 6%|███▏ | 12/213 [00:03<01:04, 3.13it/s]
>12, c[0.000,100], d[0.042,0.394], g[3.732]
Training on Epoch 26 =>: 6%|███▍ | 13/213 [00:04<01:02, 3.18it/s]
>13, c[0.000,100], d[0.299,0.065], g[2.218]
Training on Epoch 26 =>: 7%|███▋ | 14/213 [00:04<01:02, 3.17it/s]
>14, c[0.000,100], d[0.310,0.151], g[2.231]
Training on Epoch 26 =>: 7%|███▉ | 15/213 [00:04<01:01, 3.22it/s]
>15, c[0.000,100], d[0.420,0.585], g[3.398]
Training on Epoch 26 =>: 8%|████▏ | 16/213 [00:05<01:02, 3.14it/s]
>16, c[0.000,100], d[0.032,0.061], g[3.874]
Training on Epoch 26 =>: 8%|████▍ | 17/213 [00:05<01:02, 3.12it/s]
>17, c[0.002,100], d[0.546,0.030], g[3.026]
Training on Epoch 26 =>: 8%|████▋ | 18/213 [00:05<01:02, 3.14it/s]
>18, c[0.000,100], d[0.196,0.063], g[2.605]
Training on Epoch 26 =>: 9%|████▉ | 19/213 [00:06<01:02, 3.10it/s]
>19, c[0.000,100], d[0.115,0.236], g[2.843]
Training on Epoch 26 =>: 9%|█████▎ | 20/213 [00:06<01:03, 3.04it/s]
>20, c[0.000,100], d[0.131,0.437], g[3.391]
Training on Epoch 26 =>: 10%|█████▌ | 21/213 [00:06<01:01, 3.14it/s]
>21, c[0.000,100], d[0.003,0.096], g[3.567]
Training on Epoch 26 =>: 10%|█████▊ | 22/213 [00:06<01:00, 3.18it/s]
>22, c[0.001,100], d[0.854,0.049], g[2.819]
Training on Epoch 26 =>: 11%|██████ | 23/213 [00:07<00:59, 3.22it/s]
>23, c[0.000,100], d[0.029,0.399], g[2.610]
Training on Epoch 26 =>: 11%|██████▎ | 24/213 [00:07<00:57, 3.28it/s]
>24, c[0.000,100], d[0.022,0.029], g[3.938]
Training on Epoch 26 =>: 12%|██████▌ | 25/213 [00:07<00:57, 3.29it/s]
>25, c[0.000,100], d[0.049,0.199], g[4.500]
Training on Epoch 26 =>: 12%|██████▊ | 26/213 [00:08<00:59, 3.15it/s]
>26, c[0.000,100], d[0.082,0.103], g[3.522]
Training on Epoch 26 =>: 13%|███████ | 27/213 [00:08<00:59, 3.11it/s]
>27, c[0.000,100], d[0.777,0.074], g[3.552]
Training on Epoch 26 =>: 13%|███████▎ | 28/213 [00:08<00:58, 3.16it/s]
>28, c[0.000,100], d[0.647,0.236], g[2.381]
Training on Epoch 26 =>: 14%|███████▌ | 29/213 [00:09<00:57, 3.17it/s]
>29, c[0.000,100], d[0.001,0.116], g[2.785]
Training on Epoch 26 =>: 14%|███████▉ | 30/213 [00:09<00:57, 3.18it/s]
>30, c[0.000,100], d[0.407,0.095], g[2.191]
Training on Epoch 26 =>: 15%|████████▏ | 31/213 [00:09<00:56, 3.23it/s]
>31, c[0.000,100], d[0.026,0.185], g[2.698]
Training on Epoch 26 =>: 15%|████████▍ | 32/213 [00:10<00:55, 3.27it/s]
>32, c[0.000,100], d[0.003,0.306], g[2.162]
Training on Epoch 26 =>: 15%|████████▋ | 33/213 [00:10<00:54, 3.29it/s]
>33, c[0.001,100], d[0.085,0.088], g[3.925]
Training on Epoch 26 =>: 16%|████████▉ | 34/213 [00:10<00:53, 3.32it/s]
>34, c[0.000,100], d[0.010,0.146], g[3.060]
Training on Epoch 26 =>: 16%|█████████▏ | 35/213 [00:10<00:53, 3.35it/s]
>35, c[0.000,100], d[0.008,0.026], g[4.330]
Training on Epoch 26 =>: 17%|█████████▍ | 36/213 [00:11<00:53, 3.32it/s]
>36, c[0.000,100], d[0.031,0.052], g[4.360]
Training on Epoch 26 =>: 17%|█████████▋ | 37/213 [00:11<00:52, 3.35it/s]
>37, c[0.002,100], d[0.167,0.020], g[3.078]
Training on Epoch 26 =>: 18%|█████████▉ | 38/213 [00:11<00:52, 3.35it/s]
>38, c[0.000,100], d[0.303,0.054], g[2.674]
Training on Epoch 26 =>: 18%|██████████▎ | 39/213 [00:12<00:53, 3.24it/s]
>39, c[0.000,100], d[0.038,0.315], g[3.879]
Training on Epoch 26 =>: 19%|██████████▌ | 40/213 [00:12<00:53, 3.24it/s]
>40, c[0.000,100], d[0.020,0.069], g[4.610]
Training on Epoch 26 =>: 19%|██████████▊ | 41/213 [00:12<00:52, 3.27it/s]
>41, c[0.000,100], d[0.018,0.018], g[5.500]
Training on Epoch 26 =>: 20%|███████████ | 42/213 [00:13<00:51, 3.33it/s]
>42, c[0.000,100], d[0.511,0.017], g[3.693]
Training on Epoch 26 =>: 20%|███████████▎ | 43/213 [00:13<00:50, 3.36it/s]
>43, c[0.001,100], d[0.097,0.059], g[3.182]
Training on Epoch 26 =>: 21%|███████████▌ | 44/213 [00:13<00:49, 3.39it/s]
>44, c[0.000,100], d[0.027,0.149], g[3.694]
Training on Epoch 26 =>: 21%|███████████▊ | 45/213 [00:13<00:49, 3.40it/s]
>45, c[0.003,100], d[0.923,0.257], g[2.641]
Training on Epoch 26 =>: 22%|████████████ | 46/213 [00:14<00:48, 3.43it/s]
>46, c[0.000,100], d[0.042,0.083], g[1.715]
Training on Epoch 26 =>: 22%|████████████▎ | 47/213 [00:14<00:48, 3.44it/s]
>47, c[0.000,100], d[0.325,0.436], g[4.044]
Training on Epoch 26 =>: 23%|████████████▌ | 48/213 [00:14<00:47, 3.44it/s]
>48, c[0.000,100], d[0.207,0.182], g[4.131]
Training on Epoch 26 =>: 23%|████████████▉ | 49/213 [00:15<00:47, 3.45it/s]
>49, c[0.000,100], d[0.076,0.112], g[2.692]
Training on Epoch 26 =>: 23%|█████████████▏ | 50/213 [00:15<00:47, 3.44it/s]
>50, c[0.000,100], d[0.066,0.028], g[3.244]
Training on Epoch 26 =>: 24%|█████████████▍ | 51/213 [00:15<00:47, 3.42it/s]
>51, c[0.000,100], d[0.010,0.321], g[3.484]
Training on Epoch 26 =>: 24%|█████████████▋ | 52/213 [00:16<00:47, 3.38it/s]
>52, c[0.000,100], d[0.717,0.190], g[2.589]
Training on Epoch 26 =>: 25%|█████████████▉ | 53/213 [00:16<00:47, 3.40it/s]
>53, c[0.000,100], d[0.163,0.141], g[3.137]
Training on Epoch 26 =>: 25%|██████████████▏ | 54/213 [00:16<00:46, 3.41it/s]
>54, c[0.000,100], d[0.077,0.919], g[4.131]
Training on Epoch 26 =>: 26%|██████████████▍ | 55/213 [00:16<00:46, 3.37it/s]
>55, c[0.000,100], d[0.232,0.020], g[4.836]
Training on Epoch 26 =>: 26%|██████████████▋ | 56/213 [00:17<00:47, 3.28it/s]
>56, c[0.000,100], d[0.286,0.077], g[4.900]
Training on Epoch 26 =>: 27%|██████████████▉ | 57/213 [00:17<00:48, 3.20it/s]
>57, c[0.000,100], d[0.114,0.026], g[3.577]
Training on Epoch 26 =>: 27%|███████████████▏ | 58/213 [00:17<00:47, 3.26it/s]
>58, c[0.000,100], d[0.001,0.089], g[3.549]
Training on Epoch 26 =>: 28%|███████████████▌ | 59/213 [00:18<00:47, 3.27it/s]
>59, c[0.002,100], d[0.432,0.076], g[3.212]
Training on Epoch 26 =>: 28%|███████████████▊ | 60/213 [00:18<00:45, 3.33it/s]
>60, c[0.003,100], d[0.190,0.075], g[2.895]
Training on Epoch 26 =>: 29%|████████████████ | 61/213 [00:18<00:45, 3.33it/s]
>61, c[0.000,100], d[0.373,0.054], g[2.892]
Training on Epoch 26 =>: 29%|████████████████▎ | 62/213 [00:19<00:45, 3.32it/s]
>62, c[0.001,100], d[0.329,0.047], g[1.879]
Training on Epoch 26 =>: 30%|████████████████▌ | 63/213 [00:19<00:45, 3.31it/s]
>63, c[0.000,100], d[0.021,0.162], g[1.925]
Training on Epoch 26 =>: 30%|████████████████▊ | 64/213 [00:19<00:44, 3.35it/s]
>64, c[0.001,100], d[0.007,0.479], g[2.994]
Training on Epoch 26 =>: 31%|█████████████████ | 65/213 [00:19<00:43, 3.39it/s]
>65, c[0.000,100], d[0.046,0.108], g[2.960]
Training on Epoch 26 =>: 31%|█████████████████▎ | 66/213 [00:20<00:42, 3.43it/s]
>66, c[0.000,100], d[0.034,0.298], g[2.681]
Training on Epoch 26 =>: 31%|█████████████████▌ | 67/213 [00:20<00:43, 3.37it/s]
>67, c[0.000,100], d[0.137,0.118], g[4.262]
Training on Epoch 26 =>: 32%|█████████████████▉ | 68/213 [00:20<00:43, 3.33it/s]
>68, c[0.000,100], d[0.069,0.030], g[4.405]
Training on Epoch 26 =>: 32%|██████████████████▏ | 69/213 [00:21<00:43, 3.32it/s]
>69, c[0.000,100], d[0.002,0.377], g[3.607]
Training on Epoch 26 =>: 33%|██████████████████▍ | 70/213 [00:21<00:43, 3.26it/s]
>70, c[0.000,100], d[0.595,0.117], g[5.414]
Training on Epoch 26 =>: 33%|██████████████████▋ | 71/213 [00:21<00:43, 3.26it/s]
>71, c[0.000,100], d[0.263,0.969], g[4.427]
Training on Epoch 26 =>: 34%|██████████████████▉ | 72/213 [00:22<00:42, 3.32it/s]
>72, c[0.000,100], d[0.162,0.085], g[3.282]
Training on Epoch 26 =>: 34%|███████████████████▏ | 73/213 [00:22<00:41, 3.35it/s]
>73, c[0.008,100], d[0.171,0.015], g[3.524]
Training on Epoch 26 =>: 35%|███████████████████▍ | 74/213 [00:22<00:41, 3.38it/s]
>74, c[0.000,100], d[0.115,0.148], g[4.802]
Training on Epoch 26 =>: 35%|███████████████████▋ | 75/213 [00:22<00:40, 3.41it/s]
>75, c[0.000,100], d[0.280,0.041], g[4.059]
Training on Epoch 26 =>: 36%|███████████████████▉ | 76/213 [00:23<00:40, 3.41it/s]
>76, c[0.000,100], d[0.071,0.064], g[2.998]
Training on Epoch 26 =>: 36%|████████████████████▏ | 77/213 [00:23<00:39, 3.40it/s]
>77, c[0.000,100], d[0.260,0.418], g[3.463]
Training on Epoch 26 =>: 37%|████████████████████▌ | 78/213 [00:23<00:39, 3.43it/s]
>78, c[0.000,100], d[0.530,0.073], g[3.339]
Training on Epoch 26 =>: 37%|████████████████████▊ | 79/213 [00:24<00:39, 3.43it/s]
>79, c[0.000,100], d[0.108,0.170], g[3.200]
Training on Epoch 26 =>: 38%|█████████████████████ | 80/213 [00:24<00:38, 3.44it/s]
>80, c[0.000,100], d[0.016,0.082], g[2.558]
Training on Epoch 26 =>: 38%|█████████████████████▎ | 81/213 [00:24<00:38, 3.44it/s]
>81, c[0.000,100], d[0.026,0.120], g[3.091]
Training on Epoch 26 =>: 38%|█████████████████████▌ | 82/213 [00:24<00:37, 3.45it/s]
>82, c[0.000,100], d[0.017,0.143], g[3.560]
Training on Epoch 26 =>: 39%|█████████████████████▊ | 83/213 [00:25<00:37, 3.46it/s]
>83, c[0.000,100], d[0.285,0.046], g[2.842]
Training on Epoch 26 =>: 39%|██████████████████████ | 84/213 [00:25<00:37, 3.45it/s]
>84, c[0.195,83], d[0.417,0.526], g[3.349]
Training on Epoch 26 =>: 40%|██████████████████████▎ | 85/213 [00:25<00:37, 3.46it/s]
>85, c[0.007,100], d[0.230,0.072], g[2.154]
Training on Epoch 26 =>: 40%|██████████████████████▌ | 86/213 [00:26<00:37, 3.41it/s]
>86, c[0.037,100], d[0.019,0.204], g[3.240]
Training on Epoch 26 =>: 41%|██████████████████████▊ | 87/213 [00:26<00:37, 3.37it/s]
>87, c[0.000,100], d[0.173,0.099], g[3.096]
Training on Epoch 26 =>: 41%|███████████████████████▏ | 88/213 [00:26<00:37, 3.38it/s]
>88, c[0.331,83], d[0.059,1.406], g[2.413]
Training on Epoch 26 =>: 42%|███████████████████████▍ | 89/213 [00:27<00:36, 3.38it/s]
>89, c[0.000,100], d[0.163,0.346], g[2.698]
Training on Epoch 26 =>: 42%|███████████████████████▋ | 90/213 [00:27<00:36, 3.39it/s]
>90, c[0.015,100], d[0.021,1.412], g[2.234]
Training on Epoch 26 =>: 43%|███████████████████████▉ | 91/213 [00:27<00:35, 3.40it/s]
>91, c[0.012,100], d[0.064,0.391], g[2.154]
Training on Epoch 26 =>: 43%|████████████████████████▏ | 92/213 [00:27<00:36, 3.36it/s]
>92, c[0.048,100], d[0.011,0.224], g[3.703]
Training on Epoch 26 =>: 44%|████████████████████████▍ | 93/213 [00:28<00:35, 3.38it/s]
>93, c[0.000,100], d[1.208,0.919], g[2.112]
Training on Epoch 26 =>: 44%|████████████████████████▋ | 94/213 [00:28<00:34, 3.41it/s]
>94, c[0.000,100], d[0.055,0.562], g[2.036]
Training on Epoch 26 =>: 45%|████████████████████████▉ | 95/213 [00:28<00:34, 3.43it/s]
>95, c[0.000,100], d[0.066,0.198], g[2.432]
Training on Epoch 26 =>: 45%|█████████████████████████▏ | 96/213 [00:29<00:33, 3.44it/s]
>96, c[0.000,100], d[0.229,0.074], g[2.390]
Training on Epoch 26 =>: 46%|█████████████████████████▌ | 97/213 [00:29<00:34, 3.40it/s]
>97, c[0.000,100], d[0.401,0.124], g[1.286]
Training on Epoch 26 =>: 46%|█████████████████████████▊ | 98/213 [00:29<00:34, 3.31it/s]
>98, c[0.000,100], d[0.570,0.287], g[1.119]
Training on Epoch 26 =>: 46%|██████████████████████████ | 99/213 [00:29<00:34, 3.33it/s]
>99, c[0.000,100], d[0.035,0.412], g[1.305]
Training on Epoch 26 =>: 47%|█████████████████████████▊ | 100/213 [00:30<00:33, 3.36it/s]
>100, c[0.000,100], d[0.077,0.161], g[2.701]
Training on Epoch 26 =>: 47%|██████████████████████████ | 101/213 [00:30<00:33, 3.38it/s]
>101, c[0.000,100], d[0.697,0.142], g[1.958]
Training on Epoch 26 =>: 48%|██████████████████████████▎ | 102/213 [00:30<00:32, 3.38it/s]
>102, c[0.000,100], d[0.032,0.298], g[2.850]
Training on Epoch 26 =>: 48%|██████████████████████████▌ | 103/213 [00:31<00:32, 3.40it/s]
>103, c[0.002,100], d[0.254,1.091], g[2.630]
Training on Epoch 26 =>: 49%|██████████████████████████▊ | 104/213 [00:31<00:32, 3.38it/s]
>104, c[0.002,100], d[0.003,0.035], g[2.659]
Training on Epoch 26 =>: 49%|███████████████████████████ | 105/213 [00:31<00:31, 3.38it/s]
>105, c[0.000,100], d[0.536,0.255], g[1.992]
Training on Epoch 26 =>: 50%|███████████████████████████▎ | 106/213 [00:32<00:32, 3.34it/s]
>106, c[0.006,100], d[0.091,0.216], g[2.329]
Training on Epoch 26 =>: 50%|███████████████████████████▋ | 107/213 [00:32<00:31, 3.35it/s]
>107, c[0.002,100], d[0.071,0.196], g[2.576]
Training on Epoch 26 =>: 51%|███████████████████████████▉ | 108/213 [00:32<00:31, 3.33it/s]
>108, c[0.000,100], d[0.412,0.250], g[1.715]
Training on Epoch 26 =>: 51%|████████████████████████████▏ | 109/213 [00:32<00:31, 3.35it/s]
>109, c[0.000,100], d[0.504,1.776], g[2.585]
Training on Epoch 26 =>: 52%|████████████████████████████▍ | 110/213 [00:33<00:30, 3.36it/s]
>110, c[0.000,100], d[0.168,0.172], g[2.676]
Training on Epoch 26 =>: 52%|████████████████████████████▋ | 111/213 [00:33<00:30, 3.31it/s]
>111, c[0.001,100], d[0.374,0.247], g[2.792]
Training on Epoch 26 =>: 53%|████████████████████████████▉ | 112/213 [00:33<00:30, 3.32it/s]
>112, c[0.000,100], d[0.031,0.170], g[3.082]
Training on Epoch 26 =>: 53%|█████████████████████████████▏ | 113/213 [00:34<00:30, 3.33it/s]
>113, c[0.000,100], d[0.329,0.097], g[2.965]
Training on Epoch 26 =>: 54%|█████████████████████████████▍ | 114/213 [00:34<00:29, 3.34it/s]
>114, c[0.000,100], d[0.306,0.173], g[2.700]
Training on Epoch 26 =>: 54%|█████████████████████████████▋ | 115/213 [00:34<00:29, 3.31it/s]
>115, c[0.000,100], d[0.021,0.074], g[2.645]
Training on Epoch 26 =>: 54%|█████████████████████████████▉ | 116/213 [00:35<00:29, 3.33it/s]
>116, c[0.000,100], d[0.846,0.067], g[2.745]
Training on Epoch 26 =>: 55%|██████████████████████████████▏ | 117/213 [00:35<00:28, 3.36it/s]
>117, c[0.024,100], d[0.349,0.198], g[2.216]
Training on Epoch 26 =>: 55%|██████████████████████████████▍ | 118/213 [00:35<00:28, 3.33it/s]
>118, c[0.000,100], d[0.226,0.277], g[2.228]
Training on Epoch 26 =>: 56%|██████████████████████████████▋ | 119/213 [00:36<00:51, 1.84it/s]
>119, c[0.001,100], d[0.006,0.391], g[2.862]
Training on Epoch 26 =>: 56%|██████████████████████████████▉ | 120/213 [00:37<00:45, 2.03it/s]
>120, c[0.000,100], d[0.022,0.105], g[3.072]
Training on Epoch 26 =>: 57%|███████████████████████████████▏ | 121/213 [00:37<00:40, 2.29it/s]
>121, c[0.000,100], d[0.149,0.077], g[2.453]
Training on Epoch 26 =>: 57%|███████████████████████████████▌ | 122/213 [00:37<00:36, 2.52it/s]
>122, c[0.007,100], d[0.215,0.210], g[2.560]
Training on Epoch 26 =>: 58%|███████████████████████████████▊ | 123/213 [00:38<00:33, 2.67it/s]
>123, c[0.000,100], d[0.002,0.256], g[3.073]
Training on Epoch 26 =>: 58%|████████████████████████████████ | 124/213 [00:38<00:31, 2.83it/s]
>124, c[0.000,100], d[0.005,0.157], g[2.418]
Training on Epoch 26 =>: 59%|████████████████████████████████▎ | 125/213 [00:38<00:31, 2.75it/s]
>125, c[0.000,100], d[0.076,0.032], g[3.653]
Training on Epoch 26 =>: 59%|████████████████████████████████▌ | 126/213 [00:39<00:31, 2.76it/s]
>126, c[0.000,100], d[0.070,0.162], g[3.915]
Training on Epoch 26 =>: 60%|████████████████████████████████▊ | 127/213 [00:39<00:30, 2.79it/s]
>127, c[0.000,100], d[0.085,0.239], g[4.238]
Training on Epoch 26 =>: 60%|█████████████████████████████████ | 128/213 [00:39<00:29, 2.89it/s]
>128, c[0.000,100], d[0.444,0.369], g[3.521]
Training on Epoch 26 =>: 61%|█████████████████████████████████▎ | 129/213 [00:40<00:28, 2.99it/s]
>129, c[0.000,100], d[0.017,0.193], g[4.227]
Training on Epoch 26 =>: 61%|█████████████████████████████████▌ | 130/213 [00:40<00:26, 3.10it/s]
>130, c[0.001,100], d[0.221,0.024], g[3.162]
Training on Epoch 26 =>: 62%|█████████████████████████████████▊ | 131/213 [00:40<00:25, 3.15it/s]
>131, c[0.001,100], d[0.206,0.031], g[3.727]
Training on Epoch 26 =>: 62%|██████████████████████████████████ | 132/213 [00:41<00:25, 3.13it/s]
>132, c[0.000,100], d[0.016,0.372], g[4.353]
Training on Epoch 26 =>: 62%|██████████████████████████████████▎ | 133/213 [00:41<00:25, 3.11it/s]
>133, c[0.000,100], d[0.268,0.233], g[3.299]
Training on Epoch 26 =>: 63%|██████████████████████████████████▌ | 134/213 [00:41<00:24, 3.16it/s]
>134, c[0.000,100], d[0.650,0.076], g[3.309]
Training on Epoch 26 =>: 63%|██████████████████████████████████▊ | 135/213 [00:42<00:26, 2.93it/s]
>135, c[0.000,100], d[0.281,0.913], g[4.038]
Training on Epoch 26 =>: 64%|███████████████████████████████████ | 136/213 [00:42<00:29, 2.63it/s]
>136, c[0.010,100], d[0.176,0.041], g[6.461]
Training on Epoch 26 =>: 64%|███████████████████████████████████▍ | 137/213 [00:42<00:27, 2.77it/s]
>137, c[0.000,100], d[0.070,0.022], g[3.521]
Training on Epoch 26 =>: 65%|███████████████████████████████████▋ | 138/213 [00:43<00:25, 2.91it/s]
>138, c[0.000,100], d[0.049,0.189], g[3.256]
Training on Epoch 26 =>: 65%|███████████████████████████████████▉ | 139/213 [00:43<00:24, 3.04it/s]
>139, c[0.002,100], d[0.273,0.088], g[2.847]
Training on Epoch 26 =>: 66%|████████████████████████████████████▏ | 140/213 [00:43<00:23, 3.11it/s]
>140, c[0.000,100], d[0.039,0.727], g[2.394]
Training on Epoch 26 =>: 66%|████████████████████████████████████▍ | 141/213 [00:44<00:24, 2.95it/s]
>141, c[0.000,100], d[0.136,0.033], g[3.012]
Training on Epoch 26 =>: 67%|████████████████████████████████████▋ | 142/213 [00:44<00:31, 2.24it/s]
>142, c[0.000,100], d[0.047,0.063], g[3.379]
Training on Epoch 26 =>: 67%|████████████████████████████████████▉ | 143/213 [00:45<00:28, 2.48it/s]
>143, c[0.000,100], d[0.055,0.083], g[3.038]
Training on Epoch 26 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:45<00:25, 2.68it/s]
>144, c[0.002,100], d[0.383,0.127], g[2.756]
Training on Epoch 26 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:45<00:24, 2.77it/s]
>145, c[0.000,100], d[0.192,0.162], g[2.312]
Training on Epoch 26 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:46<00:23, 2.82it/s]
>146, c[0.000,100], d[0.010,0.059], g[3.092]
Training on Epoch 26 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:46<00:26, 2.53it/s]
>147, c[0.000,100], d[0.147,0.103], g[3.150]
Training on Epoch 26 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:46<00:23, 2.72it/s]
>148, c[0.000,100], d[0.850,0.197], g[1.975]
Training on Epoch 26 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:47<00:23, 2.78it/s]
>149, c[0.000,100], d[0.009,0.200], g[2.203]
Training on Epoch 26 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:47<00:21, 2.88it/s]
>150, c[0.000,100], d[0.032,0.175], g[2.441]
Training on Epoch 26 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:47<00:20, 2.96it/s]
>151, c[0.005,100], d[0.132,0.106], g[2.496]
Training on Epoch 26 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:48<00:21, 2.90it/s]
>152, c[0.000,100], d[0.296,0.367], g[2.990]
Training on Epoch 26 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:48<00:23, 2.56it/s]
>153, c[0.000,100], d[0.221,0.212], g[2.933]
Training on Epoch 26 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:49<00:21, 2.71it/s]
>154, c[0.002,100], d[0.010,0.073], g[3.913]
Training on Epoch 26 =>: 73%|████████████████████████████████████████ | 155/213 [00:49<00:20, 2.85it/s]
>155, c[0.000,100], d[0.203,0.124], g[3.486]
Training on Epoch 26 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:49<00:18, 3.01it/s]
>156, c[0.000,100], d[0.042,0.246], g[3.972]
Training on Epoch 26 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:49<00:18, 3.09it/s]
>157, c[0.000,100], d[0.028,0.145], g[3.165]
Training on Epoch 26 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:50<00:18, 3.01it/s]
>158, c[0.000,100], d[0.403,0.256], g[3.089]
Training on Epoch 26 =>: 75%|█████████████████████████████████████████ | 159/213 [00:50<00:20, 2.65it/s]
>159, c[0.003,100], d[0.524,0.053], g[3.034]
Training on Epoch 26 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:51<00:18, 2.80it/s]
>160, c[0.000,100], d[0.017,0.432], g[2.860]
Training on Epoch 26 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:51<00:17, 2.95it/s]
>161, c[0.000,100], d[0.094,0.071], g[3.964]
Training on Epoch 26 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:51<00:16, 3.06it/s]
>162, c[0.000,100], d[0.134,0.054], g[3.708]
Training on Epoch 26 =>: 77%|██████████████████████████████████████████ | 163/213 [00:51<00:15, 3.15it/s]
>163, c[0.000,100], d[0.024,0.133], g[3.670]
Training on Epoch 26 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:52<00:15, 3.07it/s]
>164, c[0.000,100], d[0.030,0.056], g[4.094]
Training on Epoch 26 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:52<00:18, 2.60it/s]
>165, c[0.000,100], d[0.007,0.047], g[3.151]
Training on Epoch 26 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:53<00:17, 2.69it/s]
>166, c[0.000,100], d[0.444,0.024], g[3.181]
Training on Epoch 26 =>: 78%|███████████████████████████████████████████ | 167/213 [00:53<00:16, 2.80it/s]
>167, c[0.000,100], d[0.417,0.086], g[4.523]
Training on Epoch 26 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:53<00:15, 2.97it/s]
>168, c[0.000,100], d[0.011,0.325], g[3.836]
Training on Epoch 26 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:54<00:14, 3.08it/s]
>169, c[0.000,100], d[0.211,0.076], g[4.081]
Training on Epoch 26 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:54<00:14, 2.88it/s]
>170, c[0.017,100], d[0.171,0.319], g[3.210]
Training on Epoch 26 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:54<00:16, 2.55it/s]
>171, c[0.000,100], d[0.042,0.107], g[2.166]
Training on Epoch 26 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:55<00:14, 2.75it/s]
>172, c[0.000,100], d[0.015,1.424], g[5.497]
Training on Epoch 26 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:55<00:13, 2.87it/s]
>173, c[0.000,100], d[0.802,0.140], g[4.152]
Training on Epoch 26 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:55<00:13, 3.00it/s]
>174, c[0.000,100], d[0.386,0.077], g[0.900]
Training on Epoch 26 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:56<00:12, 3.10it/s]
>175, c[0.000,100], d[0.007,0.384], g[4.818]
Training on Epoch 26 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:56<00:12, 2.97it/s]
>176, c[0.000,100], d[0.079,0.029], g[5.830]
Training on Epoch 26 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:57<00:13, 2.59it/s]
>177, c[0.000,100], d[0.352,0.848], g[4.080]
Training on Epoch 26 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:57<00:12, 2.77it/s]
>178, c[0.000,100], d[0.022,0.032], g[4.974]
Training on Epoch 26 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:57<00:11, 2.93it/s]
>179, c[0.000,100], d[0.594,0.147], g[2.951]
Training on Epoch 26 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:58<00:11, 2.81it/s]
>180, c[0.001,100], d[0.092,0.052], g[2.243]
Training on Epoch 26 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:58<00:11, 2.73it/s]
>181, c[0.000,100], d[0.412,0.729], g[2.862]
Training on Epoch 26 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:59<00:15, 1.98it/s]
>182, c[0.000,100], d[0.104,0.742], g[2.730]
Training on Epoch 26 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:59<00:13, 2.15it/s]
>183, c[0.000,100], d[0.621,0.016], g[3.445]
Training on Epoch 26 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:59<00:12, 2.36it/s]
>184, c[0.000,100], d[0.796,0.039], g[1.919]
Training on Epoch 26 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:00<00:11, 2.50it/s]
>185, c[0.000,100], d[0.205,0.810], g[2.420]
Training on Epoch 26 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:00<00:11, 2.43it/s]
>186, c[0.003,100], d[0.089,0.181], g[3.098]
Training on Epoch 26 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:01<00:12, 2.04it/s]
>187, c[0.000,100], d[0.154,0.103], g[3.421]
Training on Epoch 26 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:01<00:11, 2.21it/s]
>188, c[0.000,100], d[0.001,0.377], g[3.579]
Training on Epoch 26 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:02<00:10, 2.40it/s]
>189, c[0.000,100], d[0.233,0.249], g[3.723]
Training on Epoch 26 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:02<00:08, 2.60it/s]
>190, c[0.000,100], d[0.183,0.008], g[3.268]
Training on Epoch 26 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:02<00:09, 2.36it/s]
>191, c[0.000,100], d[0.058,0.110], g[3.774]
Training on Epoch 26 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:03<00:08, 2.43it/s]
>192, c[0.000,100], d[0.008,0.058], g[3.585]
Training on Epoch 26 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:03<00:07, 2.61it/s]
>193, c[0.000,100], d[0.132,0.105], g[2.054]
Training on Epoch 26 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:03<00:06, 2.77it/s]
>194, c[0.002,100], d[0.071,0.200], g[3.215]
Training on Epoch 26 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:04<00:06, 2.92it/s]
>195, c[0.000,100], d[0.136,0.237], g[3.128]
Training on Epoch 26 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:04<00:05, 3.01it/s]
>196, c[0.000,100], d[0.204,0.064], g[3.860]
Training on Epoch 26 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:05<00:06, 2.58it/s]
>197, c[0.000,100], d[0.066,0.080], g[3.733]
Training on Epoch 26 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:05<00:05, 2.65it/s]
>198, c[0.017,100], d[0.383,0.053], g[1.777]
Training on Epoch 26 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:05<00:05, 2.79it/s]
>199, c[0.000,100], d[0.053,0.109], g[3.663]
Training on Epoch 26 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:06<00:04, 2.89it/s]
>200, c[0.000,100], d[0.449,0.216], g[1.919]
Training on Epoch 26 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:06<00:04, 2.99it/s]
>201, c[0.000,100], d[0.001,0.133], g[3.819]
Training on Epoch 26 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:06<00:03, 3.01it/s]
>202, c[0.000,100], d[0.487,0.439], g[3.322]
Training on Epoch 26 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:06<00:03, 3.08it/s]
>203, c[0.000,100], d[0.030,0.009], g[4.149]
Training on Epoch 26 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:07<00:03, 2.77it/s]
>204, c[0.000,100], d[0.761,0.357], g[2.926]
Training on Epoch 26 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:07<00:02, 2.89it/s]
>205, c[0.000,100], d[0.002,0.256], g[2.886]
Training on Epoch 26 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:08<00:02, 2.96it/s]
>206, c[0.000,100], d[0.034,0.163], g[2.495]
Training on Epoch 26 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:08<00:01, 3.01it/s]
>207, c[0.000,100], d[0.142,0.403], g[4.078]
Training on Epoch 26 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:08<00:01, 3.05it/s]
>208, c[0.000,100], d[0.068,0.097], g[3.495]
Training on Epoch 26 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:09<00:01, 3.10it/s]
>209, c[0.000,100], d[0.036,0.027], g[2.567]
Training on Epoch 26 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:09<00:00, 3.14it/s]
>210, c[0.000,100], d[0.812,0.123], g[2.267]
Training on Epoch 26 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:09<00:00, 3.16it/s]
>211, c[0.000,100], d[0.281,0.041], g[2.679]
Training on Epoch 26 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:09<00:00, 3.16it/s]
>212, c[0.001,100], d[0.038,0.263], g[4.307]
Training on Epoch 26 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:10<00:00, 3.03it/s]
>213, c[0.000,100], d[0.161,1.097], g[3.835]
EPOCHS =>: 52%|████████████████████████████████████▉ | 26/50 [33:31<27:31, 68.80s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 27 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 27 =>: 0%|▎ | 1/213 [00:00<01:06, 3.21it/s]
>1, c[0.000,100], d[0.007,0.010], g[5.335]
Training on Epoch 27 =>: 1%|▌ | 2/213 [00:00<01:06, 3.19it/s]
>2, c[0.000,100], d[0.135,0.011], g[4.195]
Training on Epoch 27 =>: 1%|▊ | 3/213 [00:00<01:06, 3.18it/s]
>3, c[0.000,100], d[1.023,0.093], g[2.356]
Training on Epoch 27 =>: 2%|█ | 4/213 [00:01<01:05, 3.17it/s]
>4, c[0.023,100], d[0.048,0.127], g[1.971]
Training on Epoch 27 =>: 2%|█▎ | 5/213 [00:01<01:07, 3.10it/s]
>5, c[0.002,100], d[0.041,0.836], g[1.874]
Training on Epoch 27 =>: 3%|█▌ | 6/213 [00:01<01:07, 3.06it/s]
>6, c[0.000,100], d[0.108,0.046], g[3.364]
Training on Epoch 27 =>: 3%|█▊ | 7/213 [00:02<01:06, 3.09it/s]
>7, c[0.000,100], d[0.038,0.193], g[3.075]
Training on Epoch 27 =>: 4%|██▏ | 8/213 [00:02<01:05, 3.12it/s]
>8, c[0.000,100], d[0.592,0.161], g[2.244]
Training on Epoch 27 =>: 4%|██▍ | 9/213 [00:02<01:05, 3.11it/s]
>9, c[0.000,100], d[0.122,0.062], g[4.100]
Training on Epoch 27 =>: 5%|██▋ | 10/213 [00:03<01:04, 3.15it/s]
>10, c[0.000,100], d[0.494,0.034], g[2.339]
Training on Epoch 27 =>: 5%|██▉ | 11/213 [00:03<01:05, 3.09it/s]
>11, c[0.000,100], d[0.100,0.061], g[1.936]
Training on Epoch 27 =>: 6%|███▏ | 12/213 [00:04<01:24, 2.37it/s]
>12, c[0.006,100], d[0.003,0.167], g[2.138]
Training on Epoch 27 =>: 6%|███▍ | 13/213 [00:04<01:17, 2.59it/s]
>13, c[0.000,100], d[0.144,0.071], g[2.662]
Training on Epoch 27 =>: 7%|███▋ | 14/213 [00:04<01:12, 2.74it/s]
>14, c[0.044,100], d[0.010,0.283], g[4.143]
Training on Epoch 27 =>: 7%|███▉ | 15/213 [00:05<01:09, 2.86it/s]
>15, c[0.000,100], d[0.220,0.068], g[4.701]
Training on Epoch 27 =>: 8%|████▏ | 16/213 [00:05<01:06, 2.97it/s]
>16, c[0.000,100], d[0.120,0.108], g[2.620]
Training on Epoch 27 =>: 8%|████▍ | 17/213 [00:06<01:31, 2.13it/s]
>17, c[0.000,100], d[0.018,0.052], g[3.630]
Training on Epoch 27 =>: 8%|████▋ | 18/213 [00:06<01:25, 2.27it/s]
>18, c[0.000,100], d[0.018,0.065], g[3.402]
Training on Epoch 27 =>: 9%|████▉ | 19/213 [00:06<01:20, 2.40it/s]
>19, c[0.000,100], d[0.033,0.030], g[3.595]
Training on Epoch 27 =>: 9%|█████▎ | 20/213 [00:07<01:18, 2.45it/s]
>20, c[0.000,100], d[0.152,0.147], g[2.697]
Training on Epoch 27 =>: 10%|█████▌ | 21/213 [00:07<01:24, 2.28it/s]
>21, c[0.000,100], d[0.164,0.087], g[2.493]
Training on Epoch 27 =>: 10%|█████▊ | 22/213 [00:08<01:22, 2.33it/s]
>22, c[0.011,100], d[0.011,0.128], g[2.938]
Training on Epoch 27 =>: 11%|██████ | 23/213 [00:08<01:15, 2.51it/s]
>23, c[0.001,100], d[0.063,0.012], g[4.504]
Training on Epoch 27 =>: 11%|██████▎ | 24/213 [00:08<01:12, 2.62it/s]
>24, c[0.000,100], d[0.018,0.038], g[3.733]
Training on Epoch 27 =>: 12%|██████▌ | 25/213 [00:09<01:07, 2.77it/s]
>25, c[0.000,100], d[0.039,0.040], g[5.403]
Training on Epoch 27 =>: 12%|██████▊ | 26/213 [00:09<01:05, 2.84it/s]
>26, c[0.000,100], d[0.008,0.030], g[3.811]
Training on Epoch 27 =>: 13%|███████ | 27/213 [00:10<01:24, 2.21it/s]
>27, c[0.000,100], d[0.170,0.057], g[3.129]
Training on Epoch 27 =>: 13%|███████▎ | 28/213 [00:10<01:16, 2.42it/s]
>28, c[0.000,100], d[0.007,0.050], g[2.724]
Training on Epoch 27 =>: 14%|███████▌ | 29/213 [00:10<01:10, 2.61it/s]
>29, c[0.000,100], d[0.097,0.330], g[3.787]
Training on Epoch 27 =>: 14%|███████▉ | 30/213 [00:11<01:06, 2.76it/s]
>30, c[0.000,100], d[0.036,0.048], g[4.583]
Training on Epoch 27 =>: 15%|████████▏ | 31/213 [00:11<01:03, 2.87it/s]
>31, c[0.000,100], d[0.045,0.016], g[4.892]
Training on Epoch 27 =>: 15%|████████▍ | 32/213 [00:12<01:15, 2.40it/s]
>32, c[0.000,100], d[0.259,0.093], g[4.370]
Training on Epoch 27 =>: 15%|████████▋ | 33/213 [00:12<01:11, 2.52it/s]
>33, c[0.002,100], d[0.476,0.239], g[2.676]
Training on Epoch 27 =>: 16%|████████▉ | 34/213 [00:12<01:06, 2.68it/s]
>34, c[0.000,100], d[0.212,0.735], g[5.955]
Training on Epoch 27 =>: 16%|█████████▏ | 35/213 [00:13<01:02, 2.83it/s]
>35, c[0.000,100], d[1.246,0.241], g[4.701]
Training on Epoch 27 =>: 17%|█████████▍ | 36/213 [00:13<01:00, 2.93it/s]
>36, c[0.000,100], d[0.398,0.018], g[3.731]
Training on Epoch 27 =>: 17%|█████████▋ | 37/213 [00:13<00:58, 3.00it/s]
>37, c[0.000,100], d[0.755,0.241], g[2.440]
Training on Epoch 27 =>: 18%|█████████▉ | 38/213 [00:14<01:19, 2.21it/s]
>38, c[0.000,100], d[0.289,0.250], g[2.162]
Training on Epoch 27 =>: 18%|██████████▎ | 39/213 [00:14<01:11, 2.45it/s]
>39, c[0.000,100], d[0.134,0.097], g[3.765]
Training on Epoch 27 =>: 19%|██████████▌ | 40/213 [00:15<01:06, 2.60it/s]
>40, c[0.000,100], d[0.025,0.098], g[2.560]
Training on Epoch 27 =>: 19%|██████████▊ | 41/213 [00:15<01:03, 2.72it/s]
>41, c[0.000,100], d[0.001,0.056], g[3.055]
Training on Epoch 27 =>: 20%|███████████ | 42/213 [00:15<00:59, 2.85it/s]
>42, c[0.000,100], d[0.164,0.034], g[2.838]
Training on Epoch 27 =>: 20%|███████████▎ | 43/213 [00:16<01:20, 2.11it/s]
>43, c[0.000,100], d[0.000,0.065], g[3.328]
Training on Epoch 27 =>: 21%|███████████▌ | 44/213 [00:16<01:11, 2.35it/s]
>44, c[0.000,100], d[0.051,0.037], g[3.636]
Training on Epoch 27 =>: 21%|███████████▊ | 45/213 [00:17<01:08, 2.44it/s]
>45, c[0.000,100], d[0.001,0.044], g[3.449]
Training on Epoch 27 =>: 22%|████████████ | 46/213 [00:17<01:04, 2.59it/s]
>46, c[0.000,100], d[0.006,0.059], g[4.285]
Training on Epoch 27 =>: 22%|████████████▎ | 47/213 [00:17<01:01, 2.69it/s]
>47, c[0.000,100], d[0.001,0.019], g[4.408]
Training on Epoch 27 =>: 23%|████████████▌ | 48/213 [00:18<01:21, 2.01it/s]
>48, c[0.000,100], d[0.149,0.029], g[3.067]
Training on Epoch 27 =>: 23%|████████████▉ | 49/213 [00:18<01:13, 2.24it/s]
>49, c[0.000,100], d[0.010,0.379], g[4.325]
Training on Epoch 27 =>: 23%|█████████████▏ | 50/213 [00:19<01:07, 2.43it/s]
>50, c[0.000,100], d[0.007,0.017], g[4.948]
Training on Epoch 27 =>: 24%|█████████████▍ | 51/213 [00:19<01:03, 2.54it/s]
>51, c[0.000,100], d[0.044,0.010], g[4.977]
Training on Epoch 27 =>: 24%|█████████████▋ | 52/213 [00:20<01:04, 2.51it/s]
>52, c[0.000,100], d[0.011,0.016], g[4.954]
Training on Epoch 27 =>: 25%|█████████████▉ | 53/213 [00:20<01:22, 1.95it/s]
>53, c[0.000,100], d[0.014,0.108], g[3.560]
Training on Epoch 27 =>: 25%|██████████████▏ | 54/213 [00:21<01:17, 2.04it/s]
>54, c[0.000,100], d[0.395,0.014], g[3.354]
Training on Epoch 27 =>: 26%|██████████████▍ | 55/213 [00:22<01:33, 1.68it/s]
>55, c[0.000,100], d[0.391,0.051], g[2.979]
Training on Epoch 27 =>: 26%|██████████████▋ | 56/213 [00:23<01:56, 1.34it/s]
>56, c[0.000,100], d[0.019,1.101], g[3.650]
Training on Epoch 27 =>: 27%|██████████████▉ | 57/213 [00:23<01:41, 1.53it/s]
>57, c[0.000,100], d[0.948,0.203], g[2.498]
Training on Epoch 27 =>: 27%|███████████████▏ | 58/213 [00:23<01:27, 1.77it/s]
>58, c[0.000,100], d[0.010,0.090], g[4.072]
Training on Epoch 27 =>: 28%|███████████████▌ | 59/213 [00:24<01:16, 2.01it/s]
>59, c[0.001,100], d[0.049,0.232], g[4.227]
Training on Epoch 27 =>: 28%|███████████████▊ | 60/213 [00:24<01:09, 2.19it/s]
>60, c[0.000,100], d[0.107,0.053], g[2.677]
Training on Epoch 27 =>: 29%|████████████████ | 61/213 [00:24<01:03, 2.40it/s]
>61, c[0.000,100], d[0.822,0.625], g[2.961]
Training on Epoch 27 =>: 29%|████████████████▎ | 62/213 [00:25<00:58, 2.56it/s]
>62, c[0.000,100], d[0.090,0.323], g[3.808]
Training on Epoch 27 =>: 30%|████████████████▌ | 63/213 [00:25<00:55, 2.70it/s]
>63, c[0.001,100], d[0.130,0.126], g[4.291]
Training on Epoch 27 =>: 30%|████████████████▊ | 64/213 [00:25<00:54, 2.73it/s]
>64, c[0.000,100], d[0.132,0.026], g[3.503]
Training on Epoch 27 =>: 31%|█████████████████ | 65/213 [00:26<00:53, 2.76it/s]
>65, c[0.000,100], d[0.478,0.120], g[3.480]
Training on Epoch 27 =>: 31%|█████████████████▎ | 66/213 [00:26<00:50, 2.89it/s]
>66, c[0.000,100], d[0.098,0.414], g[3.853]
Training on Epoch 27 =>: 31%|█████████████████▌ | 67/213 [00:26<00:49, 2.93it/s]
>67, c[0.001,100], d[0.012,0.133], g[3.160]
Training on Epoch 27 =>: 32%|█████████████████▉ | 68/213 [00:27<00:48, 2.97it/s]
>68, c[0.000,100], d[0.069,0.068], g[2.776]
Training on Epoch 27 =>: 32%|██████████████████▏ | 69/213 [00:27<00:47, 3.01it/s]
>69, c[0.002,100], d[0.047,0.027], g[3.124]
Training on Epoch 27 =>: 33%|██████████████████▍ | 70/213 [00:27<00:47, 3.01it/s]
>70, c[0.000,100], d[0.091,0.041], g[3.485]
Training on Epoch 27 =>: 33%|██████████████████▋ | 71/213 [00:28<00:46, 3.02it/s]
>71, c[0.000,100], d[0.010,0.250], g[3.646]
Training on Epoch 27 =>: 34%|██████████████████▉ | 72/213 [00:28<00:46, 3.05it/s]
>72, c[0.000,100], d[0.200,0.056], g[2.213]
Training on Epoch 27 =>: 34%|███████████████████▏ | 73/213 [00:28<00:45, 3.10it/s]
>73, c[0.000,100], d[0.097,0.698], g[3.688]
Training on Epoch 27 =>: 35%|███████████████████▍ | 74/213 [00:29<00:44, 3.12it/s]
>74, c[0.000,100], d[0.174,0.013], g[4.194]
Training on Epoch 27 =>: 35%|███████████████████▋ | 75/213 [00:29<00:44, 3.11it/s]
>75, c[0.000,100], d[0.008,0.129], g[4.567]
Training on Epoch 27 =>: 36%|███████████████████▉ | 76/213 [00:29<00:43, 3.13it/s]
>76, c[0.000,100], d[0.008,0.357], g[4.785]
Training on Epoch 27 =>: 36%|████████████████████▏ | 77/213 [00:30<00:42, 3.18it/s]
>77, c[0.009,100], d[0.019,0.021], g[4.830]
Training on Epoch 27 =>: 37%|████████████████████▌ | 78/213 [00:30<00:42, 3.21it/s]
>78, c[0.000,100], d[0.057,0.031], g[4.877]
Training on Epoch 27 =>: 37%|████████████████████▊ | 79/213 [00:30<00:42, 3.17it/s]
>79, c[0.000,100], d[0.018,0.066], g[4.588]
Training on Epoch 27 =>: 38%|█████████████████████ | 80/213 [00:31<00:41, 3.17it/s]
>80, c[0.001,100], d[0.827,0.518], g[4.185]
Training on Epoch 27 =>: 38%|█████████████████████▎ | 81/213 [00:31<00:41, 3.16it/s]
>81, c[0.000,100], d[0.158,0.025], g[3.476]
Training on Epoch 27 =>: 38%|█████████████████████▌ | 82/213 [00:31<00:41, 3.17it/s]
>82, c[0.000,100], d[0.068,0.020], g[2.951]
Training on Epoch 27 =>: 39%|█████████████████████▊ | 83/213 [00:32<00:40, 3.17it/s]
>83, c[0.000,100], d[0.806,0.199], g[2.213]
Training on Epoch 27 =>: 39%|██████████████████████ | 84/213 [00:32<00:41, 3.12it/s]
>84, c[0.000,100], d[0.011,0.112], g[1.991]
Training on Epoch 27 =>: 40%|██████████████████████▎ | 85/213 [00:32<00:40, 3.16it/s]
>85, c[0.000,100], d[0.154,0.126], g[1.966]
Training on Epoch 27 =>: 40%|██████████████████████▌ | 86/213 [00:33<00:39, 3.18it/s]
>86, c[0.000,100], d[0.001,0.386], g[1.991]
Training on Epoch 27 =>: 41%|██████████████████████▊ | 87/213 [00:33<00:39, 3.20it/s]
>87, c[0.000,100], d[0.011,0.289], g[3.761]
Training on Epoch 27 =>: 41%|███████████████████████▏ | 88/213 [00:33<00:38, 3.21it/s]
>88, c[0.006,100], d[0.020,0.020], g[4.073]
Training on Epoch 27 =>: 42%|███████████████████████▍ | 89/213 [00:33<00:38, 3.22it/s]
>89, c[0.000,100], d[0.401,0.046], g[3.493]
Training on Epoch 27 =>: 42%|███████████████████████▋ | 90/213 [00:34<00:38, 3.22it/s]
>90, c[0.000,100], d[0.252,0.307], g[3.576]
Training on Epoch 27 =>: 43%|███████████████████████▉ | 91/213 [00:34<00:37, 3.22it/s]
>91, c[0.000,100], d[0.072,0.051], g[2.615]
Training on Epoch 27 =>: 43%|████████████████████████▏ | 92/213 [00:34<00:37, 3.23it/s]
>92, c[0.000,100], d[0.073,0.063], g[2.541]
Training on Epoch 27 =>: 44%|████████████████████████▍ | 93/213 [00:35<00:36, 3.25it/s]
>93, c[0.000,100], d[0.065,0.813], g[4.674]
Training on Epoch 27 =>: 44%|████████████████████████▋ | 94/213 [00:35<00:37, 3.20it/s]
>94, c[0.000,100], d[0.183,0.155], g[3.387]
Training on Epoch 27 =>: 45%|████████████████████████▉ | 95/213 [00:35<00:36, 3.19it/s]
>95, c[0.000,100], d[0.436,0.221], g[3.040]
Training on Epoch 27 =>: 45%|█████████████████████████▏ | 96/213 [00:36<00:36, 3.20it/s]
>96, c[0.000,100], d[0.188,0.015], g[4.179]
Training on Epoch 27 =>: 46%|█████████████████████████▌ | 97/213 [00:36<00:36, 3.18it/s]
>97, c[0.000,100], d[0.706,0.026], g[2.422]
Training on Epoch 27 =>: 46%|█████████████████████████▊ | 98/213 [00:36<00:35, 3.20it/s]
>98, c[0.000,100], d[0.514,0.131], g[1.985]
Training on Epoch 27 =>: 46%|██████████████████████████ | 99/213 [00:37<00:35, 3.23it/s]
>99, c[0.000,100], d[0.064,0.345], g[3.761]
Training on Epoch 27 =>: 47%|█████████████████████████▊ | 100/213 [00:37<00:35, 3.20it/s]
>100, c[0.000,100], d[0.006,0.261], g[3.478]
Training on Epoch 27 =>: 47%|██████████████████████████ | 101/213 [00:37<00:36, 3.09it/s]
>101, c[0.000,100], d[0.088,0.142], g[3.328]
Training on Epoch 27 =>: 48%|██████████████████████████▎ | 102/213 [00:38<00:35, 3.09it/s]
>102, c[0.000,100], d[0.131,0.033], g[3.564]
Training on Epoch 27 =>: 48%|██████████████████████████▌ | 103/213 [00:38<00:34, 3.19it/s]
>103, c[0.000,100], d[0.603,0.056], g[3.411]
Training on Epoch 27 =>: 49%|██████████████████████████▊ | 104/213 [00:38<00:34, 3.16it/s]
>104, c[0.012,100], d[0.153,0.073], g[3.829]
Training on Epoch 27 =>: 49%|███████████████████████████ | 105/213 [00:38<00:34, 3.15it/s]
>105, c[0.000,100], d[0.070,0.283], g[3.065]
Training on Epoch 27 =>: 50%|███████████████████████████▎ | 106/213 [00:39<00:34, 3.11it/s]
>106, c[0.000,100], d[0.220,0.162], g[3.445]
Training on Epoch 27 =>: 50%|███████████████████████████▋ | 107/213 [00:39<00:33, 3.16it/s]
>107, c[0.000,100], d[0.208,0.359], g[3.903]
Training on Epoch 27 =>: 51%|███████████████████████████▉ | 108/213 [00:39<00:32, 3.19it/s]
>108, c[0.000,100], d[0.242,0.120], g[4.256]
Training on Epoch 27 =>: 51%|████████████████████████████▏ | 109/213 [00:40<00:33, 3.12it/s]
>109, c[0.000,100], d[0.065,0.052], g[4.163]
Training on Epoch 27 =>: 52%|████████████████████████████▍ | 110/213 [00:40<00:32, 3.16it/s]
>110, c[0.001,100], d[0.083,0.046], g[2.415]
Training on Epoch 27 =>: 52%|████████████████████████████▋ | 111/213 [00:40<00:31, 3.20it/s]
>111, c[0.022,100], d[0.110,0.039], g[3.293]
Training on Epoch 27 =>: 53%|████████████████████████████▉ | 112/213 [00:41<00:31, 3.20it/s]
>112, c[0.000,100], d[0.007,0.359], g[4.081]
Training on Epoch 27 =>: 53%|█████████████████████████████▏ | 113/213 [00:41<00:31, 3.20it/s]
>113, c[0.000,100], d[0.017,0.011], g[3.820]
Training on Epoch 27 =>: 54%|█████████████████████████████▍ | 114/213 [00:41<00:31, 3.18it/s]
>114, c[0.038,100], d[0.147,0.023], g[3.526]
Training on Epoch 27 =>: 54%|█████████████████████████████▋ | 115/213 [00:42<00:30, 3.19it/s]
>115, c[0.000,100], d[0.007,0.026], g[3.625]
Training on Epoch 27 =>: 54%|█████████████████████████████▉ | 116/213 [00:42<00:30, 3.18it/s]
>116, c[0.000,100], d[0.410,0.027], g[2.354]
Training on Epoch 27 =>: 55%|██████████████████████████████▏ | 117/213 [00:42<00:30, 3.19it/s]
>117, c[0.000,100], d[0.027,0.435], g[3.182]
Training on Epoch 27 =>: 55%|██████████████████████████████▍ | 118/213 [00:43<00:30, 3.12it/s]
>118, c[0.000,100], d[0.471,0.383], g[2.719]
Training on Epoch 27 =>: 56%|██████████████████████████████▋ | 119/213 [00:43<00:29, 3.15it/s]
>119, c[0.000,100], d[0.054,0.142], g[4.030]
Training on Epoch 27 =>: 56%|██████████████████████████████▉ | 120/213 [00:43<00:29, 3.13it/s]
>120, c[0.000,100], d[0.192,0.445], g[3.944]
Training on Epoch 27 =>: 57%|███████████████████████████████▏ | 121/213 [00:44<00:29, 3.17it/s]
>121, c[0.000,100], d[0.643,0.032], g[4.228]
Training on Epoch 27 =>: 57%|███████████████████████████████▌ | 122/213 [00:44<00:28, 3.18it/s]
>122, c[0.000,100], d[0.186,0.979], g[4.189]
Training on Epoch 27 =>: 58%|███████████████████████████████▊ | 123/213 [00:44<00:28, 3.16it/s]
>123, c[0.001,100], d[0.072,0.036], g[4.508]
Training on Epoch 27 =>: 58%|████████████████████████████████ | 124/213 [00:44<00:28, 3.18it/s]
>124, c[0.000,100], d[0.138,0.123], g[4.098]
Training on Epoch 27 =>: 59%|████████████████████████████████▎ | 125/213 [00:45<00:27, 3.20it/s]
>125, c[0.008,100], d[0.031,0.057], g[3.412]
Training on Epoch 27 =>: 59%|████████████████████████████████▌ | 126/213 [00:45<00:27, 3.21it/s]
>126, c[0.000,100], d[0.058,0.033], g[3.332]
Training on Epoch 27 =>: 60%|████████████████████████████████▊ | 127/213 [00:45<00:26, 3.20it/s]
>127, c[0.001,100], d[0.009,0.297], g[4.215]
Training on Epoch 27 =>: 60%|█████████████████████████████████ | 128/213 [00:46<00:26, 3.19it/s]
>128, c[0.000,100], d[0.162,0.380], g[3.534]
Training on Epoch 27 =>: 61%|█████████████████████████████████▎ | 129/213 [00:46<00:26, 3.21it/s]
>129, c[0.001,100], d[0.054,0.511], g[4.579]
Training on Epoch 27 =>: 61%|█████████████████████████████████▌ | 130/213 [00:46<00:25, 3.25it/s]
>130, c[0.000,100], d[0.102,0.036], g[5.043]
Training on Epoch 27 =>: 62%|█████████████████████████████████▊ | 131/213 [00:47<00:25, 3.24it/s]
>131, c[0.000,100], d[0.307,0.095], g[4.234]
Training on Epoch 27 =>: 62%|██████████████████████████████████ | 132/213 [00:47<00:25, 3.17it/s]
>132, c[0.000,100], d[0.362,0.132], g[3.952]
Training on Epoch 27 =>: 62%|██████████████████████████████████▎ | 133/213 [00:47<00:25, 3.15it/s]
>133, c[0.000,100], d[0.289,0.094], g[2.459]
Training on Epoch 27 =>: 63%|██████████████████████████████████▌ | 134/213 [00:48<00:25, 3.15it/s]
>134, c[0.000,100], d[0.002,0.095], g[2.834]
Training on Epoch 27 =>: 63%|██████████████████████████████████▊ | 135/213 [00:48<00:24, 3.17it/s]
>135, c[0.000,100], d[0.007,0.079], g[3.700]
Training on Epoch 27 =>: 64%|███████████████████████████████████ | 136/213 [00:48<00:24, 3.17it/s]
>136, c[0.000,100], d[0.025,0.068], g[2.818]
Training on Epoch 27 =>: 64%|███████████████████████████████████▍ | 137/213 [00:49<00:24, 3.16it/s]
>137, c[0.000,100], d[1.408,0.238], g[2.976]
Training on Epoch 27 =>: 65%|███████████████████████████████████▋ | 138/213 [00:49<00:23, 3.17it/s]
>138, c[0.000,100], d[0.003,0.085], g[2.361]
Training on Epoch 27 =>: 65%|███████████████████████████████████▉ | 139/213 [00:49<00:23, 3.15it/s]
>139, c[0.000,100], d[0.593,0.171], g[2.124]
Training on Epoch 27 =>: 66%|████████████████████████████████████▏ | 140/213 [00:50<00:23, 3.12it/s]
>140, c[0.000,100], d[0.002,0.192], g[2.839]
Training on Epoch 27 =>: 66%|████████████████████████████████████▍ | 141/213 [00:50<00:22, 3.14it/s]
>141, c[0.000,100], d[0.011,0.265], g[3.392]
Training on Epoch 27 =>: 67%|████████████████████████████████████▋ | 142/213 [00:50<00:23, 3.08it/s]
>142, c[0.000,100], d[0.004,0.027], g[3.990]
Training on Epoch 27 =>: 67%|████████████████████████████████████▉ | 143/213 [00:50<00:22, 3.11it/s]
>143, c[0.000,100], d[0.008,0.028], g[4.422]
Training on Epoch 27 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:51<00:22, 3.10it/s]
>144, c[0.000,100], d[0.015,0.017], g[4.021]
Training on Epoch 27 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:51<00:21, 3.10it/s]
>145, c[0.001,100], d[1.475,0.088], g[1.839]
Training on Epoch 27 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:51<00:21, 3.06it/s]
>146, c[0.000,100], d[0.043,0.062], g[1.935]
Training on Epoch 27 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:52<00:21, 3.00it/s]
>147, c[0.000,100], d[0.359,0.421], g[2.816]
Training on Epoch 27 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:52<00:21, 3.00it/s]
>148, c[0.000,100], d[0.031,0.075], g[3.143]
Training on Epoch 27 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:52<00:21, 3.02it/s]
>149, c[0.000,100], d[0.084,0.094], g[3.378]
Training on Epoch 27 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:53<00:20, 3.01it/s]
>150, c[0.000,100], d[0.024,0.263], g[3.251]
Training on Epoch 27 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:53<00:20, 3.08it/s]
>151, c[0.000,100], d[0.610,0.120], g[2.139]
Training on Epoch 27 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:53<00:20, 3.03it/s]
>152, c[0.002,100], d[0.026,0.250], g[2.641]
Training on Epoch 27 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:54<00:19, 3.08it/s]
>153, c[0.000,100], d[0.048,0.402], g[3.322]
Training on Epoch 27 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:54<00:18, 3.18it/s]
>154, c[0.003,100], d[0.134,0.117], g[3.117]
Training on Epoch 27 =>: 73%|████████████████████████████████████████ | 155/213 [00:54<00:17, 3.25it/s]
>155, c[0.000,100], d[0.013,0.157], g[4.245]
Training on Epoch 27 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:55<00:17, 3.30it/s]
>156, c[0.000,100], d[0.056,0.115], g[3.530]
Training on Epoch 27 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:55<00:16, 3.31it/s]
>157, c[0.000,100], d[0.340,0.921], g[2.768]
Training on Epoch 27 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:55<00:17, 3.23it/s]
>158, c[0.000,100], d[0.001,0.121], g[3.768]
Training on Epoch 27 =>: 75%|█████████████████████████████████████████ | 159/213 [00:56<00:16, 3.25it/s]
>159, c[0.000,100], d[0.310,0.035], g[2.332]
Training on Epoch 27 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:56<00:16, 3.19it/s]
>160, c[0.000,100], d[0.088,0.270], g[3.556]
Training on Epoch 27 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:56<00:16, 3.21it/s]
>161, c[0.000,100], d[0.042,0.356], g[4.295]
Training on Epoch 27 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:57<00:15, 3.23it/s]
>162, c[0.000,100], d[0.138,0.130], g[4.275]
Training on Epoch 27 =>: 77%|██████████████████████████████████████████ | 163/213 [00:57<00:15, 3.30it/s]
>163, c[0.000,100], d[0.204,0.038], g[3.697]
Training on Epoch 27 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:57<00:14, 3.33it/s]
>164, c[0.000,100], d[0.869,0.045], g[2.100]
Training on Epoch 27 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:57<00:14, 3.28it/s]
>165, c[0.000,100], d[0.101,0.201], g[1.892]
Training on Epoch 27 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:58<00:14, 3.26it/s]
>166, c[0.000,100], d[0.060,0.043], g[2.882]
Training on Epoch 27 =>: 78%|███████████████████████████████████████████ | 167/213 [00:58<00:14, 3.25it/s]
>167, c[0.000,100], d[0.112,0.678], g[3.158]
Training on Epoch 27 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:58<00:13, 3.32it/s]
>168, c[0.001,100], d[0.008,0.646], g[4.408]
Training on Epoch 27 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:59<00:13, 3.32it/s]
>169, c[0.000,100], d[0.056,0.020], g[3.485]
Training on Epoch 27 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:59<00:13, 3.21it/s]
>170, c[0.000,100], d[0.414,0.110], g[2.551]
Training on Epoch 27 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:59<00:13, 3.15it/s]
>171, c[0.000,100], d[0.054,0.044], g[3.171]
Training on Epoch 27 =>: 81%|████████████████████████████████████████████▍ | 172/213 [01:00<00:13, 3.13it/s]
>172, c[0.000,100], d[0.074,0.043], g[3.105]
Training on Epoch 27 =>: 81%|████████████████████████████████████████████▋ | 173/213 [01:00<00:12, 3.14it/s]
>173, c[0.000,100], d[0.010,0.028], g[3.534]
Training on Epoch 27 =>: 82%|████████████████████████████████████████████▉ | 174/213 [01:00<00:12, 3.16it/s]
>174, c[0.000,100], d[0.030,0.337], g[3.056]
Training on Epoch 27 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [01:01<00:12, 3.15it/s]
>175, c[0.000,100], d[0.239,0.192], g[4.623]
Training on Epoch 27 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [01:01<00:11, 3.15it/s]
>176, c[0.000,100], d[0.012,0.025], g[1.411]
Training on Epoch 27 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [01:01<00:11, 3.18it/s]
>177, c[0.000,100], d[0.011,0.018], g[3.581]
Training on Epoch 27 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [01:01<00:10, 3.21it/s]
>178, c[0.000,100], d[0.118,0.312], g[3.277]
Training on Epoch 27 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [01:02<00:10, 3.19it/s]
>179, c[0.000,100], d[0.014,0.115], g[3.225]
Training on Epoch 27 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [01:02<00:10, 3.05it/s]
>180, c[0.000,100], d[0.070,0.111], g[3.981]
Training on Epoch 27 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [01:02<00:10, 3.06it/s]
>181, c[0.000,100], d[0.025,0.181], g[5.047]
Training on Epoch 27 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:03<00:10, 3.05it/s]
>182, c[0.003,100], d[0.716,0.022], g[3.254]
Training on Epoch 27 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:03<00:09, 3.08it/s]
>183, c[0.000,100], d[0.321,0.213], g[2.710]
Training on Epoch 27 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:03<00:09, 3.10it/s]
>184, c[0.000,100], d[0.005,1.476], g[3.866]
Training on Epoch 27 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:04<00:09, 3.07it/s]
>185, c[0.000,100], d[0.031,0.023], g[3.972]
Training on Epoch 27 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:04<00:08, 3.02it/s]
>186, c[0.000,100], d[0.120,0.043], g[2.914]
Training on Epoch 27 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:04<00:08, 3.01it/s]
>187, c[0.000,100], d[0.094,0.016], g[4.339]
Training on Epoch 27 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:05<00:08, 3.04it/s]
>188, c[0.000,100], d[0.287,0.077], g[3.061]
Training on Epoch 27 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:05<00:07, 3.06it/s]
>189, c[0.000,100], d[0.274,0.036], g[3.097]
Training on Epoch 27 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:05<00:07, 3.05it/s]
>190, c[0.000,100], d[0.073,0.141], g[2.911]
Training on Epoch 27 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:06<00:07, 3.06it/s]
>191, c[0.000,100], d[0.021,0.039], g[3.590]
Training on Epoch 27 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:06<00:06, 3.08it/s]
>192, c[0.000,100], d[0.096,0.058], g[3.225]
Training on Epoch 27 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:06<00:06, 3.14it/s]
>193, c[0.000,100], d[0.297,0.033], g[2.720]
Training on Epoch 27 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:07<00:05, 3.17it/s]
>194, c[0.002,100], d[0.004,0.022], g[3.184]
Training on Epoch 27 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:07<00:05, 3.12it/s]
>195, c[0.000,100], d[0.001,0.932], g[3.301]
Training on Epoch 27 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:07<00:05, 3.15it/s]
>196, c[0.000,100], d[0.002,0.370], g[3.879]
Training on Epoch 27 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:08<00:05, 3.17it/s]
>197, c[0.001,100], d[0.593,0.222], g[3.642]
Training on Epoch 27 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:08<00:04, 3.17it/s]
>198, c[0.000,100], d[0.229,0.141], g[4.210]
Training on Epoch 27 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:08<00:04, 3.14it/s]
>199, c[0.000,100], d[0.155,0.107], g[4.419]
Training on Epoch 27 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:09<00:04, 3.18it/s]
>200, c[0.000,100], d[0.380,0.121], g[2.570]
Training on Epoch 27 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:09<00:03, 3.21it/s]
>201, c[0.000,100], d[0.009,0.034], g[3.288]
Training on Epoch 27 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:09<00:03, 3.20it/s]
>202, c[0.000,100], d[0.040,0.148], g[4.053]
Training on Epoch 27 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:10<00:03, 3.20it/s]
>203, c[0.000,100], d[0.011,0.235], g[5.081]
Training on Epoch 27 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:10<00:02, 3.19it/s]
>204, c[0.000,100], d[0.537,0.019], g[3.152]
Training on Epoch 27 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:10<00:02, 3.16it/s]
>205, c[0.000,100], d[0.164,0.110], g[4.578]
Training on Epoch 27 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:10<00:02, 3.12it/s]
>206, c[0.000,100], d[0.254,0.025], g[3.013]
Training on Epoch 27 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:11<00:01, 3.09it/s]
>207, c[0.000,100], d[0.112,0.102], g[3.336]
Training on Epoch 27 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:11<00:01, 3.08it/s]
>208, c[0.000,100], d[0.200,0.146], g[2.391]
Training on Epoch 27 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:11<00:01, 3.08it/s]
>209, c[0.000,100], d[0.000,0.524], g[3.384]
Training on Epoch 27 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:12<00:00, 3.12it/s]
>210, c[0.000,100], d[0.077,0.353], g[3.581]
Training on Epoch 27 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:12<00:00, 3.12it/s]
>211, c[0.000,100], d[0.159,0.211], g[4.434]
Training on Epoch 27 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:12<00:00, 3.17it/s]
>212, c[0.000,100], d[0.057,0.026], g[4.044]
Training on Epoch 27 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:13<00:00, 2.91it/s]
>213, c[0.003,100], d[0.138,0.044], g[4.835]
EPOCHS =>: 54%|██████████████████████████████████████▎ | 27/50 [34:46<27:00, 70.45s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 28 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 28 =>: 0%|▎ | 1/213 [00:00<01:04, 3.29it/s]
>1, c[0.000,100], d[0.311,0.162], g[4.172]
Training on Epoch 28 =>: 1%|▌ | 2/213 [00:00<01:06, 3.19it/s]
>2, c[0.000,100], d[0.016,0.132], g[3.606]
Training on Epoch 28 =>: 1%|▊ | 3/213 [00:00<01:08, 3.08it/s]
>3, c[0.000,100], d[0.380,0.033], g[3.658]
Training on Epoch 28 =>: 2%|█ | 4/213 [00:01<01:07, 3.10it/s]
>4, c[0.000,100], d[0.063,0.088], g[3.754]
Training on Epoch 28 =>: 2%|█▎ | 5/213 [00:01<01:06, 3.11it/s]
>5, c[0.000,100], d[0.006,0.048], g[3.804]
Training on Epoch 28 =>: 3%|█▌ | 6/213 [00:01<01:08, 3.01it/s]
>6, c[0.000,100], d[0.030,0.026], g[2.761]
Training on Epoch 28 =>: 3%|█▊ | 7/213 [00:02<01:07, 3.06it/s]
>7, c[0.000,100], d[0.061,0.147], g[3.547]
Training on Epoch 28 =>: 4%|██▏ | 8/213 [00:02<01:06, 3.10it/s]
>8, c[0.000,100], d[0.038,0.053], g[3.474]
Training on Epoch 28 =>: 4%|██▍ | 9/213 [00:02<01:05, 3.09it/s]
>9, c[0.000,100], d[0.330,0.113], g[3.119]
Training on Epoch 28 =>: 5%|██▋ | 10/213 [00:03<01:05, 3.12it/s]
>10, c[0.000,100], d[0.080,0.303], g[2.728]
Training on Epoch 28 =>: 5%|██▉ | 11/213 [00:03<01:04, 3.14it/s]
>11, c[0.000,100], d[0.020,0.421], g[4.263]
Training on Epoch 28 =>: 6%|███▏ | 12/213 [00:03<01:03, 3.15it/s]
>12, c[0.000,100], d[0.045,0.046], g[5.069]
Training on Epoch 28 =>: 6%|███▍ | 13/213 [00:04<01:03, 3.16it/s]
>13, c[0.000,100], d[0.015,0.062], g[4.950]
Training on Epoch 28 =>: 7%|███▋ | 14/213 [00:04<01:02, 3.16it/s]
>14, c[0.000,100], d[1.056,0.041], g[3.977]
Training on Epoch 28 =>: 7%|███▉ | 15/213 [00:04<01:03, 3.14it/s]
>15, c[0.000,100], d[0.056,0.317], g[5.115]
Training on Epoch 28 =>: 8%|████▏ | 16/213 [00:05<01:02, 3.17it/s]
>16, c[0.000,100], d[0.712,0.059], g[4.247]
Training on Epoch 28 =>: 8%|████▍ | 17/213 [00:05<01:02, 3.16it/s]
>17, c[0.000,100], d[0.140,0.316], g[4.140]
Training on Epoch 28 =>: 8%|████▋ | 18/213 [00:05<01:01, 3.16it/s]
>18, c[0.000,100], d[0.093,0.203], g[3.399]
Training on Epoch 28 =>: 9%|████▉ | 19/213 [00:06<01:02, 3.11it/s]
>19, c[0.000,100], d[0.222,0.330], g[3.574]
Training on Epoch 28 =>: 9%|█████▎ | 20/213 [00:06<01:02, 3.08it/s]
>20, c[0.000,100], d[0.011,0.194], g[4.992]
Training on Epoch 28 =>: 10%|█████▌ | 21/213 [00:06<01:09, 2.76it/s]
>21, c[0.000,100], d[0.348,0.033], g[3.190]
Training on Epoch 28 =>: 10%|█████▊ | 22/213 [00:07<01:13, 2.61it/s]
>22, c[0.002,100], d[0.031,0.056], g[3.676]
Training on Epoch 28 =>: 11%|██████ | 23/213 [00:07<01:12, 2.60it/s]
>23, c[0.000,100], d[0.064,0.015], g[3.722]
Training on Epoch 28 =>: 11%|██████▎ | 24/213 [00:08<01:11, 2.64it/s]
>24, c[0.000,100], d[0.015,0.051], g[4.718]
Training on Epoch 28 =>: 12%|██████▌ | 25/213 [00:08<01:10, 2.68it/s]
>25, c[0.000,100], d[0.183,0.019], g[4.164]
Training on Epoch 28 =>: 12%|██████▊ | 26/213 [00:08<01:08, 2.72it/s]
>26, c[0.000,100], d[0.297,0.997], g[3.700]
Training on Epoch 28 =>: 13%|███████ | 27/213 [00:09<01:05, 2.84it/s]
>27, c[0.000,100], d[0.117,0.357], g[4.131]
Training on Epoch 28 =>: 13%|███████▎ | 28/213 [00:09<01:03, 2.92it/s]
>28, c[0.000,100], d[0.039,0.120], g[4.731]
Training on Epoch 28 =>: 14%|███████▌ | 29/213 [00:09<01:01, 2.99it/s]
>29, c[0.000,100], d[0.915,0.114], g[3.388]
Training on Epoch 28 =>: 14%|███████▉ | 30/213 [00:10<00:59, 3.05it/s]
>30, c[0.000,100], d[0.005,0.051], g[3.647]
Training on Epoch 28 =>: 15%|████████▏ | 31/213 [00:10<00:58, 3.10it/s]
>31, c[0.000,100], d[0.663,0.391], g[2.526]
Training on Epoch 28 =>: 15%|████████▍ | 32/213 [00:10<01:00, 3.00it/s]
>32, c[0.000,100], d[0.138,0.061], g[2.493]
Training on Epoch 28 =>: 15%|████████▋ | 33/213 [00:11<00:59, 3.01it/s]
>33, c[0.000,100], d[0.015,0.065], g[2.359]
Training on Epoch 28 =>: 16%|████████▉ | 34/213 [00:11<00:59, 2.99it/s]
>34, c[0.000,100], d[0.006,0.107], g[3.179]
Training on Epoch 28 =>: 16%|█████████▏ | 35/213 [00:11<00:58, 3.02it/s]
>35, c[0.000,100], d[0.130,0.113], g[3.121]
Training on Epoch 28 =>: 17%|█████████▍ | 36/213 [00:12<00:58, 3.01it/s]
>36, c[0.000,100], d[0.031,0.425], g[4.146]
Training on Epoch 28 =>: 17%|█████████▋ | 37/213 [00:12<00:58, 3.03it/s]
>37, c[0.000,100], d[0.749,0.070], g[2.319]
Training on Epoch 28 =>: 18%|█████████▉ | 38/213 [00:12<00:56, 3.08it/s]
>38, c[0.001,100], d[0.003,0.461], g[2.935]
Training on Epoch 28 =>: 18%|██████████▎ | 39/213 [00:12<00:56, 3.09it/s]
>39, c[0.000,100], d[0.047,0.083], g[3.204]
Training on Epoch 28 =>: 19%|██████████▌ | 40/213 [00:13<00:55, 3.12it/s]
>40, c[0.000,100], d[0.031,0.035], g[4.100]
Training on Epoch 28 =>: 19%|██████████▊ | 41/213 [00:13<00:55, 3.11it/s]
>41, c[0.000,100], d[0.279,0.054], g[3.158]
Training on Epoch 28 =>: 20%|███████████ | 42/213 [00:13<00:56, 3.01it/s]
>42, c[0.000,100], d[0.011,0.061], g[2.821]
Training on Epoch 28 =>: 20%|███████████▎ | 43/213 [00:14<00:57, 2.97it/s]
>43, c[0.000,100], d[0.555,0.121], g[2.633]
Training on Epoch 28 =>: 21%|███████████▌ | 44/213 [00:14<00:56, 2.99it/s]
>44, c[0.000,100], d[0.004,0.310], g[3.480]
Training on Epoch 28 =>: 21%|███████████▊ | 45/213 [00:14<00:56, 3.00it/s]
>45, c[0.000,100], d[0.146,0.039], g[2.631]
Training on Epoch 28 =>: 22%|████████████ | 46/213 [00:15<00:54, 3.05it/s]
>46, c[0.001,100], d[0.033,0.312], g[3.069]
Training on Epoch 28 =>: 22%|████████████▎ | 47/213 [00:15<00:53, 3.12it/s]
>47, c[0.000,100], d[0.061,0.070], g[4.918]
Training on Epoch 28 =>: 23%|████████████▌ | 48/213 [00:15<00:52, 3.17it/s]
>48, c[0.000,100], d[0.609,0.241], g[3.409]
Training on Epoch 28 =>: 23%|████████████▉ | 49/213 [00:16<00:51, 3.19it/s]
>49, c[0.002,100], d[0.124,0.114], g[3.034]
Training on Epoch 28 =>: 23%|█████████████▏ | 50/213 [00:16<00:51, 3.15it/s]
>50, c[0.000,100], d[0.006,0.297], g[3.039]
Training on Epoch 28 =>: 24%|█████████████▍ | 51/213 [00:16<00:53, 3.04it/s]
>51, c[0.002,100], d[0.092,0.073], g[3.855]
Training on Epoch 28 =>: 24%|█████████████▋ | 52/213 [00:17<00:52, 3.08it/s]
>52, c[0.000,100], d[0.013,0.035], g[4.581]
Training on Epoch 28 =>: 25%|█████████████▉ | 53/213 [00:17<00:51, 3.12it/s]
>53, c[0.000,100], d[0.168,0.046], g[4.194]
Training on Epoch 28 =>: 25%|██████████████▏ | 54/213 [00:17<00:50, 3.13it/s]
>54, c[0.001,100], d[0.010,0.282], g[5.054]
Training on Epoch 28 =>: 26%|██████████████▍ | 55/213 [00:18<00:50, 3.12it/s]
>55, c[0.000,100], d[0.463,0.096], g[3.367]
Training on Epoch 28 =>: 26%|██████████████▋ | 56/213 [00:18<00:49, 3.16it/s]
>56, c[0.001,100], d[0.012,0.068], g[2.647]
Training on Epoch 28 =>: 27%|██████████████▉ | 57/213 [00:18<00:49, 3.15it/s]
>57, c[0.000,100], d[0.351,0.060], g[2.453]
Training on Epoch 28 =>: 27%|███████████████▏ | 58/213 [00:19<00:48, 3.19it/s]
>58, c[0.000,100], d[0.015,0.067], g[3.804]
Training on Epoch 28 =>: 28%|███████████████▌ | 59/213 [00:19<00:48, 3.20it/s]
>59, c[0.000,100], d[0.034,0.077], g[3.026]
Training on Epoch 28 =>: 28%|███████████████▊ | 60/213 [00:19<00:47, 3.20it/s]
>60, c[0.000,100], d[0.938,0.169], g[3.401]
Training on Epoch 28 =>: 29%|████████████████ | 61/213 [00:20<00:47, 3.18it/s]
>61, c[0.000,100], d[0.034,0.234], g[2.025]
Training on Epoch 28 =>: 29%|████████████████▎ | 62/213 [00:20<00:47, 3.16it/s]
>62, c[0.000,100], d[0.046,0.021], g[3.731]
Training on Epoch 28 =>: 30%|████████████████▌ | 63/213 [00:20<00:47, 3.15it/s]
>63, c[0.000,100], d[0.011,0.093], g[4.012]
Training on Epoch 28 =>: 30%|████████████████▊ | 64/213 [00:20<00:47, 3.15it/s]
>64, c[0.000,100], d[0.070,0.022], g[3.148]
Training on Epoch 28 =>: 31%|█████████████████ | 65/213 [00:21<00:46, 3.15it/s]
>65, c[0.000,100], d[0.372,0.067], g[2.063]
Training on Epoch 28 =>: 31%|█████████████████▎ | 66/213 [00:21<00:46, 3.17it/s]
>66, c[0.000,100], d[0.001,0.506], g[2.873]
Training on Epoch 28 =>: 31%|█████████████████▌ | 67/213 [00:21<00:46, 3.17it/s]
>67, c[0.000,100], d[0.115,0.021], g[4.178]
Training on Epoch 28 =>: 32%|█████████████████▉ | 68/213 [00:22<00:45, 3.17it/s]
>68, c[0.000,100], d[0.050,0.027], g[3.328]
Training on Epoch 28 =>: 32%|██████████████████▏ | 69/213 [00:22<00:45, 3.13it/s]
>69, c[0.000,100], d[0.007,0.035], g[3.673]
Training on Epoch 28 =>: 33%|██████████████████▍ | 70/213 [00:22<00:45, 3.12it/s]
>70, c[0.000,100], d[0.056,0.016], g[4.173]
Training on Epoch 28 =>: 33%|██████████████████▋ | 71/213 [00:23<00:48, 2.92it/s]
>71, c[0.000,100], d[0.000,0.071], g[3.306]
Training on Epoch 28 =>: 34%|██████████████████▉ | 72/213 [00:23<00:48, 2.92it/s]
>72, c[0.000,100], d[0.372,0.100], g[3.472]
Training on Epoch 28 =>: 34%|███████████████████▏ | 73/213 [00:23<00:47, 2.96it/s]
>73, c[0.000,100], d[0.019,0.027], g[3.297]
Training on Epoch 28 =>: 35%|███████████████████▍ | 74/213 [00:24<00:48, 2.85it/s]
>74, c[0.000,100], d[0.208,0.190], g[2.559]
Training on Epoch 28 =>: 35%|███████████████████▋ | 75/213 [00:24<00:46, 2.96it/s]
>75, c[0.000,100], d[1.062,0.227], g[2.802]
Training on Epoch 28 =>: 36%|███████████████████▉ | 76/213 [00:24<00:45, 3.00it/s]
>76, c[0.000,100], d[0.013,0.058], g[3.873]
Training on Epoch 28 =>: 36%|████████████████████▏ | 77/213 [00:25<00:44, 3.07it/s]
>77, c[0.000,100], d[0.537,0.142], g[2.254]
Training on Epoch 28 =>: 37%|████████████████████▌ | 78/213 [00:26<01:06, 2.04it/s]
>78, c[0.000,100], d[0.003,0.074], g[2.235]
Training on Epoch 28 =>: 37%|████████████████████▊ | 79/213 [00:27<01:36, 1.38it/s]
>79, c[0.001,100], d[0.023,0.131], g[3.218]
Training on Epoch 28 =>: 38%|█████████████████████ | 80/213 [00:27<01:23, 1.58it/s]
>80, c[0.000,100], d[0.050,0.462], g[2.895]
Training on Epoch 28 =>: 38%|█████████████████████▎ | 81/213 [00:28<01:13, 1.78it/s]
>81, c[0.000,100], d[0.008,0.033], g[3.104]
Training on Epoch 28 =>: 38%|█████████████████████▌ | 82/213 [00:28<01:05, 2.00it/s]
>82, c[0.003,100], d[0.017,0.017], g[4.289]
Training on Epoch 28 =>: 39%|█████████████████████▊ | 83/213 [00:28<00:57, 2.24it/s]
>83, c[0.000,100], d[0.185,0.034], g[3.716]
Training on Epoch 28 =>: 39%|██████████████████████ | 84/213 [00:29<00:52, 2.44it/s]
>84, c[0.000,100], d[0.105,0.073], g[3.898]
Training on Epoch 28 =>: 40%|██████████████████████▎ | 85/213 [00:29<00:49, 2.61it/s]
>85, c[0.000,100], d[0.148,0.608], g[3.706]
Training on Epoch 28 =>: 40%|██████████████████████▌ | 86/213 [00:29<00:46, 2.74it/s]
>86, c[0.000,100], d[0.024,0.021], g[2.707]
Training on Epoch 28 =>: 41%|██████████████████████▊ | 87/213 [00:30<00:44, 2.84it/s]
>87, c[0.000,100], d[0.183,0.488], g[3.304]
Training on Epoch 28 =>: 41%|███████████████████████▏ | 88/213 [00:30<00:42, 2.92it/s]
>88, c[0.000,100], d[0.616,0.023], g[2.827]
Training on Epoch 28 =>: 42%|███████████████████████▍ | 89/213 [00:30<00:41, 2.99it/s]
>89, c[0.000,100], d[0.005,0.080], g[2.893]
Training on Epoch 28 =>: 42%|███████████████████████▋ | 90/213 [00:31<00:40, 3.04it/s]
>90, c[0.001,100], d[0.387,0.971], g[4.305]
Training on Epoch 28 =>: 43%|███████████████████████▉ | 91/213 [00:31<00:39, 3.09it/s]
>91, c[0.000,100], d[0.413,0.336], g[3.650]
Training on Epoch 28 =>: 43%|████████████████████████▏ | 92/213 [00:31<00:39, 3.05it/s]
>92, c[0.000,100], d[0.027,0.285], g[4.917]
Training on Epoch 28 =>: 44%|████████████████████████▍ | 93/213 [00:32<00:39, 3.03it/s]
>93, c[0.000,100], d[0.687,0.078], g[3.665]
Training on Epoch 28 =>: 44%|████████████████████████▋ | 94/213 [00:32<00:39, 2.98it/s]
>94, c[0.000,100], d[0.051,0.025], g[4.901]
Training on Epoch 28 =>: 45%|████████████████████████▉ | 95/213 [00:33<00:50, 2.32it/s]
>95, c[0.000,100], d[0.786,0.039], g[3.010]
Training on Epoch 28 =>: 45%|█████████████████████████▏ | 96/213 [00:33<00:47, 2.47it/s]
>96, c[0.000,100], d[0.016,0.058], g[2.501]
Training on Epoch 28 =>: 46%|█████████████████████████▌ | 97/213 [00:33<00:43, 2.65it/s]
>97, c[0.000,100], d[0.052,0.039], g[2.230]
Training on Epoch 28 =>: 46%|█████████████████████████▊ | 98/213 [00:34<00:41, 2.78it/s]
>98, c[0.000,100], d[0.026,1.218], g[2.748]
Training on Epoch 28 =>: 46%|██████████████████████████ | 99/213 [00:34<00:39, 2.89it/s]
>99, c[0.000,100], d[0.086,0.589], g[3.948]
Training on Epoch 28 =>: 47%|█████████████████████████▊ | 100/213 [00:34<00:38, 2.96it/s]
>100, c[0.001,100], d[0.121,0.340], g[3.980]
Training on Epoch 28 =>: 47%|██████████████████████████ | 101/213 [00:35<00:37, 3.00it/s]
>101, c[0.000,100], d[0.585,0.031], g[4.617]
Training on Epoch 28 =>: 48%|██████████████████████████▎ | 102/213 [00:35<00:37, 2.94it/s]
>102, c[0.000,100], d[0.018,0.031], g[4.765]
Training on Epoch 28 =>: 48%|██████████████████████████▌ | 103/213 [00:35<00:36, 3.02it/s]
>103, c[0.000,100], d[0.097,0.054], g[3.191]
Training on Epoch 28 =>: 49%|██████████████████████████▊ | 104/213 [00:36<00:36, 3.02it/s]
>104, c[0.001,100], d[0.014,0.650], g[4.629]
Training on Epoch 28 =>: 49%|███████████████████████████ | 105/213 [00:36<00:35, 3.06it/s]
>105, c[0.000,100], d[0.030,0.037], g[4.756]
Training on Epoch 28 =>: 50%|███████████████████████████▎ | 106/213 [00:36<00:34, 3.08it/s]
>106, c[0.000,100], d[0.457,0.018], g[3.789]
Training on Epoch 28 =>: 50%|███████████████████████████▋ | 107/213 [00:37<00:33, 3.13it/s]
>107, c[0.000,100], d[0.253,0.037], g[3.831]
Training on Epoch 28 =>: 51%|███████████████████████████▉ | 108/213 [00:37<00:33, 3.17it/s]
>108, c[0.004,100], d[0.240,0.084], g[3.298]
Training on Epoch 28 =>: 51%|████████████████████████████▏ | 109/213 [00:37<00:33, 3.13it/s]
>109, c[0.000,100], d[0.064,0.039], g[3.912]
Training on Epoch 28 =>: 52%|████████████████████████████▍ | 110/213 [00:37<00:32, 3.18it/s]
>110, c[0.000,100], d[0.002,0.740], g[4.996]
Training on Epoch 28 =>: 52%|████████████████████████████▋ | 111/213 [00:38<00:32, 3.12it/s]
>111, c[0.000,100], d[0.138,0.039], g[3.589]
Training on Epoch 28 =>: 53%|████████████████████████████▉ | 112/213 [00:38<00:31, 3.18it/s]
>112, c[0.000,100], d[0.607,0.052], g[3.517]
Training on Epoch 28 =>: 53%|█████████████████████████████▏ | 113/213 [00:38<00:31, 3.18it/s]
>113, c[0.000,100], d[0.367,0.044], g[3.050]
Training on Epoch 28 =>: 54%|█████████████████████████████▍ | 114/213 [00:39<00:31, 3.15it/s]
>114, c[0.000,100], d[0.283,0.539], g[3.141]
Training on Epoch 28 =>: 54%|█████████████████████████████▋ | 115/213 [00:39<00:30, 3.19it/s]
>115, c[0.001,100], d[0.014,0.117], g[4.542]
Training on Epoch 28 =>: 54%|█████████████████████████████▉ | 116/213 [00:39<00:30, 3.22it/s]
>116, c[0.000,100], d[0.020,0.453], g[3.378]
Training on Epoch 28 =>: 55%|██████████████████████████████▏ | 117/213 [00:40<00:30, 3.18it/s]
>117, c[0.000,100], d[0.218,0.028], g[4.384]
Training on Epoch 28 =>: 55%|██████████████████████████████▍ | 118/213 [00:40<00:30, 3.17it/s]
>118, c[0.000,100], d[0.033,0.054], g[3.971]
Training on Epoch 28 =>: 56%|██████████████████████████████▋ | 119/213 [00:40<00:29, 3.18it/s]
>119, c[0.000,100], d[0.318,0.025], g[3.399]
Training on Epoch 28 =>: 56%|██████████████████████████████▉ | 120/213 [00:41<00:29, 3.15it/s]
>120, c[0.000,100], d[0.002,0.103], g[2.353]
Training on Epoch 28 =>: 57%|███████████████████████████████▏ | 121/213 [00:41<00:29, 3.17it/s]
>121, c[0.000,100], d[0.041,0.191], g[2.436]
Training on Epoch 28 =>: 57%|███████████████████████████████▌ | 122/213 [00:41<00:28, 3.17it/s]
>122, c[0.000,100], d[0.017,0.355], g[4.304]
Training on Epoch 28 =>: 58%|███████████████████████████████▊ | 123/213 [00:42<00:28, 3.19it/s]
>123, c[0.000,100], d[0.361,0.051], g[4.356]
Training on Epoch 28 =>: 58%|████████████████████████████████ | 124/213 [00:42<00:27, 3.20it/s]
>124, c[0.000,100], d[0.128,0.296], g[2.772]
Training on Epoch 28 =>: 59%|████████████████████████████████▎ | 125/213 [00:42<00:27, 3.21it/s]
>125, c[0.000,100], d[0.025,0.011], g[5.385]
Training on Epoch 28 =>: 59%|████████████████████████████████▌ | 126/213 [00:42<00:26, 3.25it/s]
>126, c[0.000,100], d[0.100,0.077], g[4.062]
Training on Epoch 28 =>: 60%|████████████████████████████████▊ | 127/213 [00:43<00:27, 3.18it/s]
>127, c[0.000,100], d[0.010,0.027], g[3.355]
Training on Epoch 28 =>: 60%|█████████████████████████████████ | 128/213 [00:43<00:27, 3.14it/s]
>128, c[0.000,100], d[0.570,0.049], g[1.899]
Training on Epoch 28 =>: 61%|█████████████████████████████████▎ | 129/213 [00:43<00:26, 3.14it/s]
>129, c[0.000,100], d[0.002,0.116], g[4.069]
Training on Epoch 28 =>: 61%|█████████████████████████████████▌ | 130/213 [00:44<00:26, 3.16it/s]
>130, c[0.025,100], d[0.149,0.128], g[4.066]
Training on Epoch 28 =>: 62%|█████████████████████████████████▊ | 131/213 [00:44<00:25, 3.18it/s]
>131, c[0.000,100], d[0.138,0.504], g[4.434]
Training on Epoch 28 =>: 62%|██████████████████████████████████ | 132/213 [00:44<00:25, 3.18it/s]
>132, c[0.000,100], d[0.064,0.080], g[4.763]
Training on Epoch 28 =>: 62%|██████████████████████████████████▎ | 133/213 [00:45<00:24, 3.21it/s]
>133, c[0.000,100], d[0.477,0.031], g[3.005]
Training on Epoch 28 =>: 63%|██████████████████████████████████▌ | 134/213 [00:45<00:24, 3.22it/s]
>134, c[0.000,100], d[0.001,0.862], g[4.358]
Training on Epoch 28 =>: 63%|██████████████████████████████████▊ | 135/213 [00:45<00:24, 3.23it/s]
>135, c[0.000,100], d[0.174,0.057], g[4.139]
Training on Epoch 28 =>: 64%|███████████████████████████████████ | 136/213 [00:46<00:23, 3.24it/s]
>136, c[0.000,100], d[0.047,0.131], g[4.509]
Training on Epoch 28 =>: 64%|███████████████████████████████████▍ | 137/213 [00:46<00:23, 3.23it/s]
>137, c[0.000,100], d[0.264,0.008], g[2.973]
Training on Epoch 28 =>: 65%|███████████████████████████████████▋ | 138/213 [00:46<00:23, 3.20it/s]
>138, c[0.000,100], d[0.102,0.030], g[2.410]
Training on Epoch 28 =>: 65%|███████████████████████████████████▉ | 139/213 [00:47<00:24, 2.96it/s]
>139, c[0.000,100], d[0.078,0.453], g[3.888]
Training on Epoch 28 =>: 66%|████████████████████████████████████▏ | 140/213 [00:47<00:26, 2.80it/s]
>140, c[0.000,100], d[0.160,0.037], g[4.201]
Training on Epoch 28 =>: 66%|████████████████████████████████████▍ | 141/213 [00:47<00:27, 2.64it/s]
>141, c[0.000,100], d[0.139,0.071], g[4.584]
Training on Epoch 28 =>: 67%|████████████████████████████████████▋ | 142/213 [00:48<00:26, 2.65it/s]
>142, c[0.000,100], d[0.000,0.035], g[3.194]
Training on Epoch 28 =>: 67%|████████████████████████████████████▉ | 143/213 [00:48<00:27, 2.52it/s]
>143, c[0.000,100], d[0.131,1.076], g[4.817]
Training on Epoch 28 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:49<00:26, 2.60it/s]
>144, c[0.001,100], d[0.004,0.107], g[5.179]
Training on Epoch 28 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:49<00:24, 2.79it/s]
>145, c[0.000,100], d[0.319,0.014], g[5.629]
Training on Epoch 28 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:49<00:23, 2.83it/s]
>146, c[0.001,100], d[0.006,0.012], g[4.797]
Training on Epoch 28 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:50<00:23, 2.78it/s]
>147, c[0.003,100], d[0.036,0.015], g[4.083]
Training on Epoch 28 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:50<00:23, 2.81it/s]
>148, c[0.000,100], d[0.140,0.091], g[4.496]
Training on Epoch 28 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:50<00:23, 2.74it/s]
>149, c[0.000,100], d[0.169,0.141], g[3.569]
Training on Epoch 28 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:51<00:23, 2.71it/s]
>150, c[0.001,100], d[0.079,0.081], g[4.415]
Training on Epoch 28 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:52<00:31, 1.99it/s]
>151, c[0.000,100], d[0.013,0.118], g[4.508]
Training on Epoch 28 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:52<00:27, 2.23it/s]
>152, c[0.000,100], d[0.031,0.318], g[5.028]
Training on Epoch 28 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:52<00:25, 2.38it/s]
>153, c[0.000,100], d[0.016,0.069], g[6.204]
Training on Epoch 28 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:53<00:23, 2.54it/s]
>154, c[0.000,100], d[0.002,0.003], g[6.534]
Training on Epoch 28 =>: 73%|████████████████████████████████████████ | 155/213 [00:53<00:22, 2.57it/s]
>155, c[0.001,100], d[0.614,0.168], g[4.306]
Training on Epoch 28 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:54<00:26, 2.15it/s]
>156, c[0.000,100], d[0.038,0.015], g[4.566]
Training on Epoch 28 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:54<00:23, 2.36it/s]
>157, c[0.000,100], d[0.147,0.058], g[4.593]
Training on Epoch 28 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:54<00:22, 2.50it/s]
>158, c[0.003,100], d[0.012,0.031], g[4.492]
Training on Epoch 28 =>: 75%|█████████████████████████████████████████ | 159/213 [00:55<00:20, 2.66it/s]
>159, c[0.000,100], d[0.029,0.012], g[3.610]
Training on Epoch 28 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:55<00:20, 2.61it/s]
>160, c[0.000,100], d[0.370,0.031], g[3.231]
Training on Epoch 28 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:55<00:21, 2.41it/s]
>161, c[0.000,100], d[0.072,0.083], g[3.194]
Training on Epoch 28 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:56<00:19, 2.60it/s]
>162, c[0.000,100], d[0.069,0.060], g[2.605]
Training on Epoch 28 =>: 77%|██████████████████████████████████████████ | 163/213 [00:56<00:18, 2.71it/s]
>163, c[0.000,100], d[0.003,0.307], g[3.622]
Training on Epoch 28 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:56<00:17, 2.85it/s]
>164, c[0.000,100], d[0.436,0.056], g[3.318]
Training on Epoch 28 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:57<00:16, 2.93it/s]
>165, c[0.000,100], d[0.028,0.335], g[3.684]
Training on Epoch 28 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:57<00:17, 2.64it/s]
>166, c[0.011,100], d[0.316,0.012], g[5.425]
Training on Epoch 28 =>: 78%|███████████████████████████████████████████ | 167/213 [00:58<00:22, 2.09it/s]
>167, c[0.000,100], d[0.204,0.237], g[2.808]
Training on Epoch 28 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:58<00:19, 2.32it/s]
>168, c[0.000,100], d[0.023,0.077], g[2.479]
Training on Epoch 28 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:59<00:17, 2.49it/s]
>169, c[0.000,100], d[0.030,0.065], g[5.287]
Training on Epoch 28 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:59<00:16, 2.66it/s]
>170, c[0.000,100], d[0.056,1.473], g[2.632]
Training on Epoch 28 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:59<00:15, 2.79it/s]
>171, c[0.000,100], d[0.287,0.768], g[4.111]
Training on Epoch 28 =>: 81%|████████████████████████████████████████████▍ | 172/213 [01:00<00:14, 2.91it/s]
>172, c[0.000,100], d[0.026,0.231], g[5.469]
Training on Epoch 28 =>: 81%|████████████████████████████████████████████▋ | 173/213 [01:00<00:13, 2.98it/s]
>173, c[0.002,100], d[1.250,0.946], g[4.464]
Training on Epoch 28 =>: 82%|████████████████████████████████████████████▉ | 174/213 [01:00<00:12, 3.07it/s]
>174, c[0.000,100], d[0.377,0.014], g[2.949]
Training on Epoch 28 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [01:00<00:12, 3.12it/s]
>175, c[0.000,100], d[0.073,0.907], g[3.997]
Training on Epoch 28 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [01:01<00:11, 3.17it/s]
>176, c[0.000,100], d[0.186,0.046], g[3.537]
Training on Epoch 28 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [01:01<00:11, 3.17it/s]
>177, c[0.000,100], d[0.007,0.084], g[4.680]
Training on Epoch 28 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [01:01<00:11, 3.17it/s]
>178, c[0.000,100], d[0.003,0.062], g[4.162]
Training on Epoch 28 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [01:02<00:10, 3.16it/s]
>179, c[0.000,100], d[0.112,0.101], g[4.385]
Training on Epoch 28 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [01:02<00:10, 3.16it/s]
>180, c[0.000,100], d[0.050,0.018], g[3.829]
Training on Epoch 28 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [01:02<00:10, 3.16it/s]
>181, c[0.000,100], d[0.282,0.073], g[1.998]
Training on Epoch 28 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:03<00:09, 3.18it/s]
>182, c[0.000,100], d[0.042,0.038], g[3.746]
Training on Epoch 28 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:03<00:09, 3.20it/s]
>183, c[0.000,100], d[0.039,0.120], g[2.150]
Training on Epoch 28 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:03<00:09, 3.17it/s]
>184, c[0.000,100], d[0.022,0.090], g[3.888]
Training on Epoch 28 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:04<00:08, 3.18it/s]
>185, c[0.000,100], d[0.030,0.336], g[3.841]
Training on Epoch 28 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:04<00:08, 3.18it/s]
>186, c[0.000,100], d[0.024,0.042], g[4.952]
Training on Epoch 28 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:04<00:08, 3.10it/s]
>187, c[0.000,100], d[0.678,0.095], g[3.348]
Training on Epoch 28 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:05<00:08, 3.11it/s]
>188, c[0.000,100], d[0.076,0.079], g[3.519]
Training on Epoch 28 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:05<00:07, 3.09it/s]
>189, c[0.001,100], d[0.370,0.293], g[3.788]
Training on Epoch 28 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:05<00:07, 3.13it/s]
>190, c[0.000,100], d[0.216,0.058], g[3.740]
Training on Epoch 28 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:06<00:06, 3.16it/s]
>191, c[0.000,100], d[0.005,0.132], g[3.342]
Training on Epoch 28 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:06<00:06, 3.18it/s]
>192, c[0.004,100], d[0.079,0.026], g[3.497]
Training on Epoch 28 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:06<00:06, 3.16it/s]
>193, c[0.000,100], d[0.039,0.037], g[3.716]
Training on Epoch 28 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:06<00:06, 3.14it/s]
>194, c[0.000,100], d[0.301,0.352], g[2.403]
Training on Epoch 28 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:07<00:05, 3.17it/s]
>195, c[0.000,100], d[0.453,1.593], g[4.181]
Training on Epoch 28 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:07<00:05, 3.14it/s]
>196, c[0.000,100], d[1.590,0.069], g[3.564]
Training on Epoch 28 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:07<00:05, 3.15it/s]
>197, c[0.000,100], d[0.219,0.086], g[1.713]
Training on Epoch 28 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:08<00:04, 3.16it/s]
>198, c[0.000,100], d[0.201,1.063], g[4.196]
Training on Epoch 28 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:08<00:04, 3.17it/s]
>199, c[0.000,100], d[0.141,0.369], g[3.035]
Training on Epoch 28 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:08<00:04, 3.19it/s]
>200, c[0.000,100], d[0.207,0.077], g[3.190]
Training on Epoch 28 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:09<00:03, 3.21it/s]
>201, c[0.000,100], d[0.064,0.183], g[3.103]
Training on Epoch 28 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:09<00:03, 3.20it/s]
>202, c[0.000,100], d[0.204,0.026], g[3.197]
Training on Epoch 28 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:09<00:03, 3.20it/s]
>203, c[0.000,100], d[0.626,0.021], g[3.802]
Training on Epoch 28 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:10<00:02, 3.20it/s]
>204, c[0.003,100], d[0.304,0.075], g[2.305]
Training on Epoch 28 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:10<00:02, 3.22it/s]
>205, c[0.000,100], d[0.005,0.097], g[3.053]
Training on Epoch 28 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:10<00:02, 3.23it/s]
>206, c[0.000,100], d[0.012,0.065], g[3.609]
Training on Epoch 28 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:11<00:01, 3.21it/s]
>207, c[0.000,100], d[0.070,0.104], g[2.485]
Training on Epoch 28 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:11<00:01, 3.21it/s]
>208, c[0.001,100], d[0.140,0.102], g[2.895]
Training on Epoch 28 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:11<00:01, 3.15it/s]
>209, c[0.000,100], d[0.007,0.029], g[2.128]
Training on Epoch 28 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:12<00:00, 3.15it/s]
>210, c[0.000,100], d[0.321,0.189], g[3.013]
Training on Epoch 28 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:12<00:00, 3.15it/s]
>211, c[0.000,100], d[0.156,0.358], g[2.745]
Training on Epoch 28 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:12<00:00, 3.18it/s]
>212, c[0.000,100], d[0.282,0.064], g[2.926]
Training on Epoch 28 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:12<00:00, 2.92it/s]
>213, c[0.000,100], d[0.237,0.288], g[2.591]
EPOCHS =>: 56%|███████████████████████████████████████▊ | 28/50 [36:00<26:12, 71.49s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 29 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 29 =>: 0%|▎ | 1/213 [00:00<01:08, 3.09it/s]
>1, c[0.000,100], d[0.091,0.146], g[2.818]
Training on Epoch 29 =>: 1%|▌ | 2/213 [00:00<01:07, 3.11it/s]
>2, c[0.000,100], d[0.398,0.099], g[3.119]
Training on Epoch 29 =>: 1%|▊ | 3/213 [00:00<01:06, 3.17it/s]
>3, c[0.000,100], d[0.098,0.168], g[2.646]
Training on Epoch 29 =>: 2%|█ | 4/213 [00:01<01:05, 3.20it/s]
>4, c[0.000,100], d[0.047,0.084], g[2.971]
Training on Epoch 29 =>: 2%|█▎ | 5/213 [00:01<01:05, 3.19it/s]
>5, c[0.000,100], d[0.181,0.045], g[3.115]
Training on Epoch 29 =>: 3%|█▌ | 6/213 [00:01<01:05, 3.17it/s]
>6, c[0.000,100], d[0.049,0.153], g[2.595]
Training on Epoch 29 =>: 3%|█▊ | 7/213 [00:02<01:04, 3.21it/s]
>7, c[0.001,100], d[0.115,0.021], g[4.334]
Training on Epoch 29 =>: 4%|██▏ | 8/213 [00:02<01:03, 3.22it/s]
>8, c[0.000,100], d[0.063,0.378], g[4.447]
Training on Epoch 29 =>: 4%|██▍ | 9/213 [00:02<01:03, 3.22it/s]
>9, c[0.000,100], d[0.502,0.007], g[2.275]
Training on Epoch 29 =>: 5%|██▋ | 10/213 [00:03<01:03, 3.20it/s]
>10, c[0.000,100], d[0.002,0.152], g[3.454]
Training on Epoch 29 =>: 5%|██▉ | 11/213 [00:03<01:03, 3.18it/s]
>11, c[0.000,100], d[0.042,0.008], g[4.355]
Training on Epoch 29 =>: 6%|███▏ | 12/213 [00:03<01:03, 3.15it/s]
>12, c[0.000,100], d[0.025,0.065], g[4.028]
Training on Epoch 29 =>: 6%|███▍ | 13/213 [00:04<01:03, 3.15it/s]
>13, c[0.000,100], d[0.068,0.032], g[3.603]
Training on Epoch 29 =>: 7%|███▋ | 14/213 [00:04<01:04, 3.11it/s]
>14, c[0.000,100], d[0.329,0.586], g[4.431]
Training on Epoch 29 =>: 7%|███▉ | 15/213 [00:04<01:03, 3.10it/s]
>15, c[0.000,100], d[0.600,0.420], g[2.886]
Training on Epoch 29 =>: 8%|████▏ | 16/213 [00:05<01:03, 3.10it/s]
>16, c[0.000,100], d[0.600,0.041], g[2.135]
Training on Epoch 29 =>: 8%|████▍ | 17/213 [00:05<01:02, 3.13it/s]
>17, c[0.000,100], d[0.034,0.393], g[3.093]
Training on Epoch 29 =>: 8%|████▋ | 18/213 [00:05<01:07, 2.87it/s]
>18, c[0.000,100], d[0.002,0.405], g[2.450]
Training on Epoch 29 =>: 9%|████▉ | 19/213 [00:06<01:07, 2.89it/s]
>19, c[0.000,100], d[0.065,0.243], g[4.078]
Training on Epoch 29 =>: 9%|█████▎ | 20/213 [00:06<01:04, 2.99it/s]
>20, c[0.000,100], d[1.308,0.372], g[3.314]
Training on Epoch 29 =>: 10%|█████▌ | 21/213 [00:06<01:03, 3.02it/s]
>21, c[0.003,100], d[0.272,0.143], g[2.933]
Training on Epoch 29 =>: 10%|█████▊ | 22/213 [00:07<01:04, 2.98it/s]
>22, c[0.001,100], d[0.030,0.325], g[2.663]
Training on Epoch 29 =>: 11%|██████ | 23/213 [00:07<01:02, 3.02it/s]
>23, c[0.000,100], d[0.199,0.204], g[4.186]
Training on Epoch 29 =>: 11%|██████▎ | 24/213 [00:07<01:02, 3.03it/s]
>24, c[0.000,100], d[0.110,0.056], g[2.240]
Training on Epoch 29 =>: 12%|██████▌ | 25/213 [00:08<01:02, 2.99it/s]
>25, c[0.002,100], d[0.014,0.131], g[3.255]
Training on Epoch 29 =>: 12%|██████▊ | 26/213 [00:08<01:03, 2.93it/s]
>26, c[0.000,100], d[0.280,0.051], g[2.765]
Training on Epoch 29 =>: 13%|███████ | 27/213 [00:08<01:04, 2.88it/s]
>27, c[0.000,100], d[0.005,0.056], g[2.940]
Training on Epoch 29 =>: 13%|███████▎ | 28/213 [00:09<01:08, 2.71it/s]
>28, c[0.002,100], d[0.065,0.145], g[3.541]
Training on Epoch 29 =>: 14%|███████▌ | 29/213 [00:09<01:09, 2.65it/s]
>29, c[0.000,100], d[0.011,0.065], g[2.718]
Training on Epoch 29 =>: 14%|███████▉ | 30/213 [00:09<01:07, 2.70it/s]
>30, c[0.000,100], d[0.295,0.415], g[3.692]
Training on Epoch 29 =>: 15%|████████▏ | 31/213 [00:10<01:06, 2.75it/s]
>31, c[0.000,100], d[0.006,0.081], g[4.148]
Training on Epoch 29 =>: 15%|████████▍ | 32/213 [00:10<01:04, 2.81it/s]
>32, c[0.000,100], d[0.051,0.483], g[3.514]
Training on Epoch 29 =>: 15%|████████▋ | 33/213 [00:11<01:02, 2.89it/s]
>33, c[0.000,100], d[0.030,0.300], g[4.295]
Training on Epoch 29 =>: 16%|████████▉ | 34/213 [00:11<01:00, 2.94it/s]
>34, c[0.000,100], d[0.026,0.021], g[5.314]
Training on Epoch 29 =>: 16%|█████████▏ | 35/213 [00:11<01:00, 2.94it/s]
>35, c[0.000,100], d[0.549,0.012], g[4.624]
Training on Epoch 29 =>: 17%|█████████▍ | 36/213 [00:11<00:59, 2.99it/s]
>36, c[0.000,100], d[0.026,0.018], g[2.336]
Training on Epoch 29 =>: 17%|█████████▋ | 37/213 [00:12<00:58, 3.00it/s]
>37, c[0.000,100], d[0.039,0.375], g[4.013]
Training on Epoch 29 =>: 18%|█████████▉ | 38/213 [00:12<00:58, 3.00it/s]
>38, c[0.001,100], d[0.181,0.074], g[4.198]
Training on Epoch 29 =>: 18%|██████████▎ | 39/213 [00:12<00:58, 2.98it/s]
>39, c[0.000,100], d[0.368,0.110], g[3.731]
Training on Epoch 29 =>: 19%|██████████▌ | 40/213 [00:13<00:56, 3.05it/s]
>40, c[0.000,100], d[0.136,0.463], g[3.101]
Training on Epoch 29 =>: 19%|██████████▊ | 41/213 [00:13<00:56, 3.06it/s]
>41, c[0.000,100], d[0.060,0.065], g[4.920]
Training on Epoch 29 =>: 20%|███████████ | 42/213 [00:13<00:54, 3.13it/s]
>42, c[0.000,100], d[0.360,0.021], g[4.529]
Training on Epoch 29 =>: 20%|███████████▎ | 43/213 [00:14<00:54, 3.14it/s]
>43, c[0.000,100], d[0.008,0.057], g[3.774]
Training on Epoch 29 =>: 21%|███████████▌ | 44/213 [00:14<00:53, 3.17it/s]
>44, c[0.000,100], d[0.017,0.026], g[3.470]
Training on Epoch 29 =>: 21%|███████████▊ | 45/213 [00:14<00:52, 3.17it/s]
>45, c[0.000,100], d[0.009,0.019], g[2.891]
Training on Epoch 29 =>: 22%|████████████ | 46/213 [00:15<00:52, 3.21it/s]
>46, c[0.000,100], d[0.131,0.054], g[3.806]
Training on Epoch 29 =>: 22%|████████████▎ | 47/213 [00:15<00:51, 3.21it/s]
>47, c[0.000,100], d[0.018,0.430], g[2.088]
Training on Epoch 29 =>: 23%|████████████▌ | 48/213 [00:15<00:52, 3.12it/s]
>48, c[0.000,100], d[0.227,0.591], g[4.290]
Training on Epoch 29 =>: 23%|████████████▉ | 49/213 [00:16<00:52, 3.10it/s]
>49, c[0.000,100], d[0.017,0.105], g[3.290]
Training on Epoch 29 =>: 23%|█████████████▏ | 50/213 [00:16<00:53, 3.05it/s]
>50, c[0.000,100], d[0.043,0.013], g[3.619]
Training on Epoch 29 =>: 24%|█████████████▍ | 51/213 [00:16<00:52, 3.09it/s]
>51, c[0.000,100], d[0.114,0.568], g[5.578]
Training on Epoch 29 =>: 24%|█████████████▋ | 52/213 [00:17<00:53, 3.02it/s]
>52, c[0.000,100], d[0.194,0.051], g[5.133]
Training on Epoch 29 =>: 25%|█████████████▉ | 53/213 [00:17<00:52, 3.05it/s]
>53, c[0.000,100], d[0.229,0.086], g[4.786]
Training on Epoch 29 =>: 25%|██████████████▏ | 54/213 [00:17<00:51, 3.10it/s]
>54, c[0.000,100], d[0.828,0.015], g[3.479]
Training on Epoch 29 =>: 26%|██████████████▍ | 55/213 [00:18<00:50, 3.12it/s]
>55, c[0.000,100], d[0.015,0.028], g[2.671]
Training on Epoch 29 =>: 26%|██████████████▋ | 56/213 [00:18<00:50, 3.13it/s]
>56, c[0.000,100], d[0.177,0.256], g[3.424]
Training on Epoch 29 =>: 27%|██████████████▉ | 57/213 [00:18<00:49, 3.18it/s]
>57, c[0.000,100], d[0.024,0.134], g[3.094]
Training on Epoch 29 =>: 27%|███████████████▏ | 58/213 [00:19<00:48, 3.21it/s]
>58, c[0.000,100], d[0.037,0.046], g[5.155]
Training on Epoch 29 =>: 28%|███████████████▌ | 59/213 [00:19<00:47, 3.24it/s]
>59, c[0.000,100], d[0.329,0.048], g[2.551]
Training on Epoch 29 =>: 28%|███████████████▊ | 60/213 [00:19<00:48, 3.18it/s]
>60, c[0.000,100], d[0.017,0.052], g[2.500]
Training on Epoch 29 =>: 29%|████████████████ | 61/213 [00:19<00:47, 3.23it/s]
>61, c[0.000,100], d[0.466,0.106], g[2.327]
Training on Epoch 29 =>: 29%|████████████████▎ | 62/213 [00:20<00:47, 3.18it/s]
>62, c[0.000,100], d[0.011,0.043], g[2.718]
Training on Epoch 29 =>: 30%|████████████████▌ | 63/213 [00:20<00:47, 3.17it/s]
>63, c[0.000,100], d[0.010,0.052], g[3.401]
Training on Epoch 29 =>: 30%|████████████████▊ | 64/213 [00:20<00:46, 3.19it/s]
>64, c[0.000,100], d[0.018,0.680], g[4.107]
Training on Epoch 29 =>: 31%|█████████████████ | 65/213 [00:21<00:45, 3.22it/s]
>65, c[0.000,100], d[0.033,0.125], g[2.971]
Training on Epoch 29 =>: 31%|█████████████████▎ | 66/213 [00:21<00:45, 3.26it/s]
>66, c[0.001,100], d[0.075,1.284], g[4.392]
Training on Epoch 29 =>: 31%|█████████████████▌ | 67/213 [00:21<00:45, 3.23it/s]
>67, c[0.000,100], d[0.010,0.962], g[7.003]
Training on Epoch 29 =>: 32%|█████████████████▉ | 68/213 [00:22<00:46, 3.14it/s]
>68, c[0.000,100], d[0.539,0.065], g[5.191]
Training on Epoch 29 =>: 32%|██████████████████▏ | 69/213 [00:22<00:45, 3.14it/s]
>69, c[0.000,100], d[0.165,0.010], g[3.133]
Training on Epoch 29 =>: 33%|██████████████████▍ | 70/213 [00:22<00:45, 3.16it/s]
>70, c[0.000,100], d[0.017,0.017], g[4.923]
Training on Epoch 29 =>: 33%|██████████████████▋ | 71/213 [00:23<00:44, 3.20it/s]
>71, c[0.000,100], d[0.097,0.142], g[3.954]
Training on Epoch 29 =>: 34%|██████████████████▉ | 72/213 [00:23<00:44, 3.18it/s]
>72, c[0.000,100], d[0.010,0.350], g[3.571]
Training on Epoch 29 =>: 34%|███████████████████▏ | 73/213 [00:23<00:43, 3.21it/s]
>73, c[0.000,100], d[0.322,0.028], g[5.199]
Training on Epoch 29 =>: 35%|███████████████████▍ | 74/213 [00:24<00:43, 3.20it/s]
>74, c[0.000,100], d[0.789,0.110], g[3.245]
Training on Epoch 29 =>: 35%|███████████████████▋ | 75/213 [00:24<00:43, 3.19it/s]
>75, c[0.000,100], d[0.083,0.044], g[2.885]
Training on Epoch 29 =>: 36%|███████████████████▉ | 76/213 [00:24<00:43, 3.16it/s]
>76, c[0.001,100], d[0.013,0.036], g[2.659]
Training on Epoch 29 =>: 36%|████████████████████▏ | 77/213 [00:24<00:42, 3.19it/s]
>77, c[0.000,100], d[0.107,0.255], g[3.151]
Training on Epoch 29 =>: 37%|████████████████████▌ | 78/213 [00:25<00:42, 3.21it/s]
>78, c[0.000,100], d[0.002,0.410], g[3.702]
Training on Epoch 29 =>: 37%|████████████████████▊ | 79/213 [00:25<00:41, 3.21it/s]
>79, c[0.000,100], d[0.038,0.031], g[4.136]
Training on Epoch 29 =>: 38%|█████████████████████ | 80/213 [00:25<00:42, 3.16it/s]
>80, c[0.003,100], d[0.560,0.072], g[3.059]
Training on Epoch 29 =>: 38%|█████████████████████▎ | 81/213 [00:26<00:41, 3.20it/s]
>81, c[0.000,100], d[0.627,0.487], g[3.485]
Training on Epoch 29 =>: 38%|█████████████████████▌ | 82/213 [00:26<00:40, 3.24it/s]
>82, c[0.000,100], d[0.088,0.434], g[3.485]
Training on Epoch 29 =>: 39%|█████████████████████▊ | 83/213 [00:26<00:40, 3.18it/s]
>83, c[0.000,100], d[0.199,0.078], g[3.541]
Training on Epoch 29 =>: 39%|██████████████████████ | 84/213 [00:27<00:40, 3.18it/s]
>84, c[0.000,100], d[0.192,0.273], g[2.889]
Training on Epoch 29 =>: 40%|██████████████████████▎ | 85/213 [00:27<00:39, 3.22it/s]
>85, c[0.000,100], d[0.507,0.150], g[4.123]
Training on Epoch 29 =>: 40%|██████████████████████▌ | 86/213 [00:27<00:39, 3.24it/s]
>86, c[0.000,100], d[0.232,0.683], g[4.006]
Training on Epoch 29 =>: 41%|██████████████████████▊ | 87/213 [00:28<00:38, 3.23it/s]
>87, c[0.000,100], d[0.300,0.229], g[3.660]
Training on Epoch 29 =>: 41%|███████████████████████▏ | 88/213 [00:28<00:39, 3.19it/s]
>88, c[0.000,100], d[0.034,0.023], g[3.591]
Training on Epoch 29 =>: 42%|███████████████████████▍ | 89/213 [00:28<00:38, 3.22it/s]
>89, c[0.002,100], d[0.182,0.052], g[3.205]
Training on Epoch 29 =>: 42%|███████████████████████▋ | 90/213 [00:29<00:38, 3.22it/s]
>90, c[0.000,100], d[0.012,0.025], g[2.523]
Training on Epoch 29 =>: 43%|███████████████████████▉ | 91/213 [00:29<00:37, 3.25it/s]
>91, c[0.000,100], d[0.121,0.146], g[3.294]
Training on Epoch 29 =>: 43%|████████████████████████▏ | 92/213 [00:29<00:37, 3.25it/s]
>92, c[0.000,100], d[0.014,0.187], g[4.712]
Training on Epoch 29 =>: 44%|████████████████████████▍ | 93/213 [00:29<00:37, 3.23it/s]
>93, c[0.000,100], d[0.840,0.049], g[2.636]
Training on Epoch 29 =>: 44%|████████████████████████▋ | 94/213 [00:30<00:37, 3.20it/s]
>94, c[0.000,100], d[0.143,1.080], g[3.791]
Training on Epoch 29 =>: 45%|████████████████████████▉ | 95/213 [00:30<00:37, 3.14it/s]
>95, c[0.003,100], d[0.303,0.023], g[3.927]
Training on Epoch 29 =>: 45%|█████████████████████████▏ | 96/213 [00:30<00:37, 3.13it/s]
>96, c[0.000,100], d[0.151,0.216], g[3.384]
Training on Epoch 29 =>: 46%|█████████████████████████▌ | 97/213 [00:31<00:37, 3.09it/s]
>97, c[0.000,100], d[0.126,0.119], g[3.509]
Training on Epoch 29 =>: 46%|█████████████████████████▊ | 98/213 [00:31<00:36, 3.15it/s]
>98, c[0.000,100], d[0.033,0.026], g[3.047]
Training on Epoch 29 =>: 46%|██████████████████████████ | 99/213 [00:31<00:35, 3.17it/s]
>99, c[0.001,100], d[0.015,0.070], g[3.653]
Training on Epoch 29 =>: 47%|█████████████████████████▊ | 100/213 [00:32<00:35, 3.17it/s]
>100, c[0.001,100], d[0.210,0.072], g[3.452]
Training on Epoch 29 =>: 47%|██████████████████████████ | 101/213 [00:32<00:34, 3.20it/s]
>101, c[0.000,100], d[0.050,0.433], g[3.477]
Training on Epoch 29 =>: 48%|██████████████████████████▎ | 102/213 [00:32<00:34, 3.22it/s]
>102, c[0.000,100], d[0.102,0.068], g[3.258]
Training on Epoch 29 =>: 48%|██████████████████████████▌ | 103/213 [00:33<00:34, 3.19it/s]
>103, c[0.000,100], d[0.117,0.128], g[2.649]
Training on Epoch 29 =>: 49%|██████████████████████████▊ | 104/213 [00:33<00:34, 3.17it/s]
>104, c[0.000,100], d[0.003,0.296], g[3.647]
Training on Epoch 29 =>: 49%|███████████████████████████ | 105/213 [00:33<00:34, 3.12it/s]
>105, c[0.000,100], d[0.033,0.255], g[4.496]
Training on Epoch 29 =>: 50%|███████████████████████████▎ | 106/213 [00:34<00:33, 3.16it/s]
>106, c[0.000,100], d[0.595,0.216], g[3.560]
Training on Epoch 29 =>: 50%|███████████████████████████▋ | 107/213 [00:34<00:33, 3.19it/s]
>107, c[0.000,100], d[0.241,0.095], g[2.645]
Training on Epoch 29 =>: 51%|███████████████████████████▉ | 108/213 [00:34<00:32, 3.19it/s]
>108, c[0.000,100], d[0.460,0.349], g[3.898]
Training on Epoch 29 =>: 51%|████████████████████████████▏ | 109/213 [00:35<00:32, 3.20it/s]
>109, c[0.000,100], d[0.095,0.159], g[3.734]
Training on Epoch 29 =>: 52%|████████████████████████████▍ | 110/213 [00:35<00:31, 3.24it/s]
>110, c[0.000,100], d[0.089,0.038], g[4.094]
Training on Epoch 29 =>: 52%|████████████████████████████▋ | 111/213 [00:35<00:32, 3.18it/s]
>111, c[0.000,100], d[0.114,0.187], g[3.389]
Training on Epoch 29 =>: 53%|████████████████████████████▉ | 112/213 [00:35<00:31, 3.20it/s]
>112, c[0.000,100], d[0.711,0.095], g[3.634]
Training on Epoch 29 =>: 53%|█████████████████████████████▏ | 113/213 [00:36<00:31, 3.16it/s]
>113, c[0.000,100], d[0.022,0.058], g[3.525]
Training on Epoch 29 =>: 54%|█████████████████████████████▍ | 114/213 [00:36<00:31, 3.16it/s]
>114, c[0.000,100], d[0.338,0.320], g[3.195]
Training on Epoch 29 =>: 54%|█████████████████████████████▋ | 115/213 [00:36<00:30, 3.20it/s]
>115, c[0.000,100], d[0.423,0.053], g[3.551]
Training on Epoch 29 =>: 54%|█████████████████████████████▉ | 116/213 [00:37<00:30, 3.17it/s]
>116, c[0.000,100], d[1.088,0.364], g[2.852]
Training on Epoch 29 =>: 55%|██████████████████████████████▏ | 117/213 [00:37<00:30, 3.18it/s]
>117, c[0.000,100], d[0.069,0.289], g[2.302]
Training on Epoch 29 =>: 55%|██████████████████████████████▍ | 118/213 [00:37<00:29, 3.18it/s]
>118, c[0.000,100], d[0.018,0.031], g[3.317]
Training on Epoch 29 =>: 56%|██████████████████████████████▋ | 119/213 [00:38<00:29, 3.21it/s]
>119, c[0.000,100], d[0.106,0.108], g[3.343]
Training on Epoch 29 =>: 56%|██████████████████████████████▉ | 120/213 [00:38<00:29, 3.19it/s]
>120, c[0.000,100], d[0.353,0.174], g[4.041]
Training on Epoch 29 =>: 57%|███████████████████████████████▏ | 121/213 [00:38<00:29, 3.17it/s]
>121, c[0.001,100], d[0.007,0.083], g[2.640]
Training on Epoch 29 =>: 57%|███████████████████████████████▌ | 122/213 [00:39<00:28, 3.16it/s]
>122, c[0.002,100], d[0.001,0.634], g[4.777]
Training on Epoch 29 =>: 58%|███████████████████████████████▊ | 123/213 [00:39<00:28, 3.16it/s]
>123, c[0.000,100], d[0.542,0.036], g[3.104]
Training on Epoch 29 =>: 58%|████████████████████████████████ | 124/213 [00:39<00:27, 3.19it/s]
>124, c[0.000,100], d[0.072,0.108], g[2.473]
Training on Epoch 29 =>: 59%|████████████████████████████████▎ | 125/213 [00:40<00:27, 3.19it/s]
>125, c[0.000,100], d[0.108,1.265], g[3.396]
Training on Epoch 29 =>: 59%|████████████████████████████████▌ | 126/213 [00:40<00:27, 3.20it/s]
>126, c[0.000,100], d[0.137,0.107], g[2.533]
Training on Epoch 29 =>: 60%|████████████████████████████████▊ | 127/213 [00:40<00:26, 3.23it/s]
>127, c[0.000,100], d[0.235,0.225], g[3.785]
Training on Epoch 29 =>: 60%|█████████████████████████████████ | 128/213 [00:40<00:26, 3.25it/s]
>128, c[0.000,100], d[0.014,0.018], g[3.713]
Training on Epoch 29 =>: 61%|█████████████████████████████████▎ | 129/213 [00:41<00:26, 3.20it/s]
>129, c[0.000,100], d[0.025,0.042], g[4.081]
Training on Epoch 29 =>: 61%|█████████████████████████████████▌ | 130/213 [00:41<00:25, 3.23it/s]
>130, c[0.000,100], d[0.105,0.362], g[5.056]
Training on Epoch 29 =>: 62%|█████████████████████████████████▊ | 131/213 [00:41<00:25, 3.22it/s]
>131, c[0.000,100], d[1.310,0.052], g[3.275]
Training on Epoch 29 =>: 62%|██████████████████████████████████ | 132/213 [00:42<00:25, 3.18it/s]
>132, c[0.000,100], d[0.037,0.063], g[3.150]
Training on Epoch 29 =>: 62%|██████████████████████████████████▎ | 133/213 [00:42<00:25, 3.17it/s]
>133, c[0.000,100], d[0.765,0.277], g[2.087]
Training on Epoch 29 =>: 63%|██████████████████████████████████▌ | 134/213 [00:42<00:24, 3.18it/s]
>134, c[0.002,100], d[0.027,0.083], g[2.839]
Training on Epoch 29 =>: 63%|██████████████████████████████████▊ | 135/213 [00:43<00:24, 3.14it/s]
>135, c[0.000,100], d[0.129,0.116], g[2.063]
Training on Epoch 29 =>: 64%|███████████████████████████████████ | 136/213 [00:43<00:24, 3.17it/s]
>136, c[0.000,100], d[0.145,0.303], g[2.836]
Training on Epoch 29 =>: 64%|███████████████████████████████████▍ | 137/213 [00:43<00:24, 3.15it/s]
>137, c[0.000,100], d[0.004,0.062], g[2.923]
Training on Epoch 29 =>: 65%|███████████████████████████████████▋ | 138/213 [00:44<00:23, 3.14it/s]
>138, c[0.001,100], d[0.126,0.107], g[2.527]
Training on Epoch 29 =>: 65%|███████████████████████████████████▉ | 139/213 [00:44<00:23, 3.14it/s]
>139, c[0.000,100], d[0.007,0.286], g[3.031]
Training on Epoch 29 =>: 66%|████████████████████████████████████▏ | 140/213 [00:44<00:23, 3.14it/s]
>140, c[0.005,100], d[0.103,0.028], g[3.755]
Training on Epoch 29 =>: 66%|████████████████████████████████████▍ | 141/213 [00:45<00:23, 3.11it/s]
>141, c[0.000,100], d[0.007,0.028], g[3.393]
Training on Epoch 29 =>: 67%|████████████████████████████████████▋ | 142/213 [00:45<00:22, 3.16it/s]
>142, c[0.000,100], d[0.454,0.667], g[3.082]
Training on Epoch 29 =>: 67%|████████████████████████████████████▉ | 143/213 [00:45<00:21, 3.20it/s]
>143, c[0.000,100], d[0.038,0.042], g[4.530]
Training on Epoch 29 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:46<00:21, 3.24it/s]
>144, c[0.000,100], d[0.468,0.034], g[3.087]
Training on Epoch 29 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:46<00:21, 3.19it/s]
>145, c[0.000,100], d[0.117,0.216], g[3.300]
Training on Epoch 29 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:46<00:21, 3.17it/s]
>146, c[0.000,100], d[0.047,0.318], g[3.472]
Training on Epoch 29 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:46<00:20, 3.16it/s]
>147, c[0.000,100], d[0.079,0.034], g[3.454]
Training on Epoch 29 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:47<00:20, 3.16it/s]
>148, c[0.005,100], d[0.048,0.050], g[3.465]
Training on Epoch 29 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:47<00:19, 3.23it/s]
>149, c[0.000,100], d[0.002,0.091], g[4.104]
Training on Epoch 29 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:47<00:19, 3.22it/s]
>150, c[0.000,100], d[0.689,0.185], g[3.126]
Training on Epoch 29 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:48<00:19, 3.21it/s]
>151, c[0.001,100], d[0.437,0.075], g[2.742]
Training on Epoch 29 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:48<00:18, 3.23it/s]
>152, c[0.000,100], d[0.002,0.073], g[2.395]
Training on Epoch 29 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:48<00:18, 3.20it/s]
>153, c[0.000,100], d[0.018,0.148], g[2.447]
Training on Epoch 29 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:49<00:18, 3.24it/s]
>154, c[0.000,100], d[0.080,0.058], g[3.248]
Training on Epoch 29 =>: 73%|████████████████████████████████████████ | 155/213 [00:49<00:17, 3.24it/s]
>155, c[0.000,100], d[0.011,0.050], g[2.570]
Training on Epoch 29 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:49<00:17, 3.22it/s]
>156, c[0.000,100], d[0.245,0.158], g[3.683]
Training on Epoch 29 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:50<00:17, 3.23it/s]
>157, c[0.000,100], d[0.012,0.033], g[3.237]
Training on Epoch 29 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:50<00:16, 3.25it/s]
>158, c[0.000,100], d[0.431,0.044], g[1.849]
Training on Epoch 29 =>: 75%|█████████████████████████████████████████ | 159/213 [00:50<00:16, 3.24it/s]
>159, c[0.000,100], d[0.007,0.086], g[2.473]
Training on Epoch 29 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:51<00:16, 3.20it/s]
>160, c[0.000,100], d[0.100,0.406], g[3.611]
Training on Epoch 29 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:51<00:16, 3.19it/s]
>161, c[0.000,100], d[0.125,0.036], g[3.159]
Training on Epoch 29 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:51<00:15, 3.20it/s]
>162, c[0.000,100], d[0.448,0.046], g[3.808]
Training on Epoch 29 =>: 77%|██████████████████████████████████████████ | 163/213 [00:51<00:15, 3.21it/s]
>163, c[0.000,100], d[0.328,0.053], g[3.300]
Training on Epoch 29 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:52<00:15, 3.22it/s]
>164, c[0.000,100], d[0.005,0.055], g[1.949]
Training on Epoch 29 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:52<00:14, 3.21it/s]
>165, c[0.000,100], d[0.006,0.037], g[2.377]
Training on Epoch 29 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:52<00:14, 3.21it/s]
>166, c[0.000,100], d[0.004,0.210], g[4.509]
Training on Epoch 29 =>: 78%|███████████████████████████████████████████ | 167/213 [00:53<00:14, 3.21it/s]
>167, c[0.000,100], d[0.010,0.024], g[3.623]
Training on Epoch 29 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:53<00:13, 3.23it/s]
>168, c[0.000,100], d[0.041,0.548], g[4.950]
Training on Epoch 29 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:53<00:13, 3.23it/s]
>169, c[0.000,100], d[0.002,0.009], g[4.772]
Training on Epoch 29 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:54<00:13, 3.26it/s]
>170, c[0.000,100], d[0.058,0.472], g[6.666]
Training on Epoch 29 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:54<00:13, 3.18it/s]
>171, c[0.000,100], d[0.425,0.011], g[4.235]
Training on Epoch 29 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:54<00:12, 3.18it/s]
>172, c[0.000,100], d[0.285,0.025], g[2.695]
Training on Epoch 29 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:55<00:12, 3.20it/s]
>173, c[0.000,100], d[0.021,0.621], g[2.889]
Training on Epoch 29 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:55<00:12, 3.14it/s]
>174, c[0.000,100], d[0.018,0.180], g[3.316]
Training on Epoch 29 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:55<00:11, 3.20it/s]
>175, c[0.000,100], d[0.157,0.008], g[2.983]
Training on Epoch 29 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:56<00:11, 3.17it/s]
>176, c[0.000,100], d[0.104,0.245], g[4.291]
Training on Epoch 29 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:56<00:11, 3.15it/s]
>177, c[0.000,100], d[0.350,0.068], g[4.006]
Training on Epoch 29 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:56<00:10, 3.18it/s]
>178, c[0.000,100], d[0.008,0.020], g[4.400]
Training on Epoch 29 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:56<00:10, 3.19it/s]
>179, c[0.000,100], d[0.037,0.021], g[3.623]
Training on Epoch 29 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:57<00:10, 3.22it/s]
>180, c[0.000,100], d[0.002,0.072], g[4.795]
Training on Epoch 29 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:57<00:10, 3.18it/s]
>181, c[0.000,100], d[0.020,0.097], g[4.955]
Training on Epoch 29 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:57<00:09, 3.18it/s]
>182, c[0.000,100], d[0.017,0.150], g[5.458]
Training on Epoch 29 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:58<00:09, 3.20it/s]
>183, c[0.000,100], d[0.040,0.006], g[3.511]
Training on Epoch 29 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:58<00:09, 3.20it/s]
>184, c[0.000,100], d[0.012,0.072], g[5.382]
Training on Epoch 29 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:58<00:08, 3.22it/s]
>185, c[0.000,100], d[0.202,0.022], g[5.098]
Training on Epoch 29 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:59<00:08, 3.23it/s]
>186, c[0.000,100], d[0.092,0.011], g[5.243]
Training on Epoch 29 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:59<00:08, 3.23it/s]
>187, c[0.000,100], d[0.209,0.010], g[3.338]
Training on Epoch 29 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:59<00:07, 3.21it/s]
>188, c[0.000,100], d[0.520,0.046], g[3.186]
Training on Epoch 29 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:00<00:07, 3.25it/s]
>189, c[0.000,100], d[0.095,0.717], g[4.267]
Training on Epoch 29 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:00<00:07, 3.28it/s]
>190, c[0.000,100], d[0.502,0.093], g[2.568]
Training on Epoch 29 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:00<00:06, 3.24it/s]
>191, c[0.000,100], d[0.246,0.345], g[2.644]
Training on Epoch 29 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:00<00:06, 3.26it/s]
>192, c[0.000,100], d[0.022,0.169], g[3.066]
Training on Epoch 29 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:01<00:06, 3.23it/s]
>193, c[0.000,100], d[0.016,0.033], g[3.867]
Training on Epoch 29 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:01<00:05, 3.26it/s]
>194, c[0.000,100], d[0.976,0.096], g[2.948]
Training on Epoch 29 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:01<00:05, 3.18it/s]
>195, c[0.000,100], d[0.004,0.089], g[3.265]
Training on Epoch 29 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:02<00:05, 3.23it/s]
>196, c[0.000,100], d[0.006,0.063], g[4.306]
Training on Epoch 29 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:02<00:05, 3.20it/s]
>197, c[0.000,100], d[0.004,0.033], g[2.243]
Training on Epoch 29 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:02<00:04, 3.25it/s]
>198, c[0.000,100], d[0.050,0.042], g[4.232]
Training on Epoch 29 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:03<00:04, 3.25it/s]
>199, c[0.000,100], d[0.545,0.072], g[3.788]
Training on Epoch 29 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:03<00:04, 3.24it/s]
>200, c[0.000,100], d[0.004,0.120], g[3.264]
Training on Epoch 29 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:03<00:03, 3.22it/s]
>201, c[0.000,100], d[0.001,0.145], g[3.317]
Training on Epoch 29 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:04<00:03, 3.21it/s]
>202, c[0.000,100], d[0.167,0.321], g[3.672]
Training on Epoch 29 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:04<00:03, 3.24it/s]
>203, c[0.000,100], d[0.164,0.006], g[4.004]
Training on Epoch 29 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:04<00:02, 3.27it/s]
>204, c[0.000,100], d[0.428,0.044], g[3.076]
Training on Epoch 29 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:04<00:02, 3.25it/s]
>205, c[0.000,100], d[0.035,0.062], g[2.310]
Training on Epoch 29 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:05<00:02, 3.26it/s]
>206, c[0.000,100], d[0.030,0.125], g[3.897]
Training on Epoch 29 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:05<00:01, 3.25it/s]
>207, c[0.003,100], d[0.001,0.113], g[2.578]
Training on Epoch 29 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:05<00:01, 3.25it/s]
>208, c[0.000,100], d[0.010,0.165], g[4.336]
Training on Epoch 29 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:06<00:01, 3.25it/s]
>209, c[0.000,100], d[0.187,0.021], g[3.901]
Training on Epoch 29 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:06<00:00, 3.25it/s]
>210, c[0.000,100], d[0.002,0.703], g[4.777]
Training on Epoch 29 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:06<00:00, 3.28it/s]
>211, c[0.000,100], d[0.594,0.005], g[3.259]
Training on Epoch 29 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:07<00:00, 3.28it/s]
>212, c[0.000,100], d[0.043,0.022], g[3.381]
Training on Epoch 29 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:07<00:00, 3.16it/s]
>213, c[0.000,100], d[0.166,0.083], g[2.888]
EPOCHS =>: 58%|█████████████████████████████████████████▏ | 29/50 [37:08<24:42, 70.61s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 30 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 30 =>: 0%|▎ | 1/213 [00:00<01:04, 3.29it/s]
>1, c[0.000,100], d[0.021,0.129], g[2.853]
Training on Epoch 30 =>: 1%|▌ | 2/213 [00:00<01:09, 3.04it/s]
>2, c[0.000,100], d[0.035,0.189], g[4.059]
Training on Epoch 30 =>: 1%|▊ | 3/213 [00:00<01:06, 3.15it/s]
>3, c[0.000,100], d[0.006,0.147], g[4.722]
Training on Epoch 30 =>: 2%|█ | 4/213 [00:01<01:05, 3.19it/s]
>4, c[0.001,100], d[0.043,0.446], g[6.181]
Training on Epoch 30 =>: 2%|█▎ | 5/213 [00:01<01:05, 3.17it/s]
>5, c[0.001,100], d[1.710,0.032], g[5.874]
Training on Epoch 30 =>: 3%|█▌ | 6/213 [00:01<01:05, 3.17it/s]
>6, c[0.001,100], d[0.056,0.028], g[3.972]
Training on Epoch 30 =>: 3%|█▊ | 7/213 [00:02<01:03, 3.22it/s]
>7, c[0.000,100], d[0.214,0.558], g[1.989]
Training on Epoch 30 =>: 4%|██▏ | 8/213 [00:02<01:03, 3.23it/s]
>8, c[0.000,100], d[0.143,0.328], g[4.433]
Training on Epoch 30 =>: 4%|██▍ | 9/213 [00:02<01:03, 3.24it/s]
>9, c[0.000,100], d[0.082,0.025], g[4.755]
Training on Epoch 30 =>: 5%|██▋ | 10/213 [00:03<01:02, 3.27it/s]
>10, c[0.000,100], d[0.224,0.048], g[3.633]
Training on Epoch 30 =>: 5%|██▉ | 11/213 [00:03<01:02, 3.24it/s]
>11, c[0.000,100], d[0.009,0.134], g[4.627]
Training on Epoch 30 =>: 6%|███▏ | 12/213 [00:03<01:01, 3.27it/s]
>12, c[0.000,100], d[0.201,0.042], g[2.758]
Training on Epoch 30 =>: 6%|███▍ | 13/213 [00:04<01:01, 3.26it/s]
>13, c[0.000,100], d[0.064,0.031], g[2.605]
Training on Epoch 30 =>: 7%|███▋ | 14/213 [00:04<01:00, 3.27it/s]
>14, c[0.000,100], d[0.002,0.189], g[3.570]
Training on Epoch 30 =>: 7%|███▉ | 15/213 [00:04<00:59, 3.30it/s]
>15, c[0.000,100], d[0.030,0.226], g[3.725]
Training on Epoch 30 =>: 8%|████▏ | 16/213 [00:04<01:00, 3.28it/s]
>16, c[0.002,100], d[0.072,0.038], g[2.943]
Training on Epoch 30 =>: 8%|████▍ | 17/213 [00:05<01:00, 3.26it/s]
>17, c[0.001,100], d[0.279,0.352], g[4.041]
Training on Epoch 30 =>: 8%|████▋ | 18/213 [00:05<00:59, 3.27it/s]
>18, c[0.000,100], d[0.270,0.226], g[4.747]
Training on Epoch 30 =>: 9%|████▉ | 19/213 [00:05<00:59, 3.24it/s]
>19, c[0.000,100], d[0.037,0.019], g[3.129]
Training on Epoch 30 =>: 9%|█████▎ | 20/213 [00:06<00:59, 3.24it/s]
>20, c[0.000,100], d[0.024,0.021], g[4.096]
Training on Epoch 30 =>: 10%|█████▌ | 21/213 [00:06<00:58, 3.26it/s]
>21, c[0.000,100], d[0.001,0.033], g[4.454]
Training on Epoch 30 =>: 10%|█████▊ | 22/213 [00:06<00:58, 3.24it/s]
>22, c[0.000,100], d[0.060,0.145], g[3.058]
Training on Epoch 30 =>: 11%|██████ | 23/213 [00:07<00:59, 3.21it/s]
>23, c[0.000,100], d[1.138,0.099], g[2.962]
Training on Epoch 30 =>: 11%|██████▎ | 24/213 [00:07<00:59, 3.18it/s]
>24, c[0.000,100], d[0.003,0.091], g[2.877]
Training on Epoch 30 =>: 12%|██████▌ | 25/213 [00:07<00:59, 3.14it/s]
>25, c[0.000,100], d[0.020,0.081], g[3.156]
Training on Epoch 30 =>: 12%|██████▊ | 26/213 [00:08<00:59, 3.15it/s]
>26, c[0.000,100], d[0.011,0.155], g[1.731]
Training on Epoch 30 =>: 13%|███████ | 27/213 [00:08<00:58, 3.16it/s]
>27, c[0.000,100], d[0.022,0.045], g[3.717]
Training on Epoch 30 =>: 13%|███████▎ | 28/213 [00:08<00:58, 3.15it/s]
>28, c[0.003,100], d[0.008,0.456], g[5.145]
Training on Epoch 30 =>: 14%|███████▌ | 29/213 [00:09<00:58, 3.15it/s]
>29, c[0.000,100], d[0.038,0.026], g[4.668]
Training on Epoch 30 =>: 14%|███████▉ | 30/213 [00:09<00:57, 3.19it/s]
>30, c[0.000,100], d[0.792,0.326], g[4.019]
Training on Epoch 30 =>: 15%|████████▏ | 31/213 [00:09<00:57, 3.16it/s]
>31, c[0.000,100], d[0.684,0.194], g[2.811]
Training on Epoch 30 =>: 15%|████████▍ | 32/213 [00:09<00:56, 3.20it/s]
>32, c[0.000,100], d[0.000,0.139], g[3.850]
Training on Epoch 30 =>: 15%|████████▋ | 33/213 [00:10<00:56, 3.20it/s]
>33, c[0.000,100], d[0.010,0.224], g[3.418]
Training on Epoch 30 =>: 16%|████████▉ | 34/213 [00:10<00:55, 3.23it/s]
>34, c[0.001,100], d[0.069,0.085], g[4.648]
Training on Epoch 30 =>: 16%|█████████▏ | 35/213 [00:10<00:55, 3.24it/s]
>35, c[0.000,100], d[0.032,0.066], g[4.177]
Training on Epoch 30 =>: 17%|█████████▍ | 36/213 [00:11<00:54, 3.25it/s]
>36, c[0.000,100], d[0.273,0.054], g[2.366]
Training on Epoch 30 =>: 17%|█████████▋ | 37/213 [00:11<00:54, 3.22it/s]
>37, c[0.000,100], d[0.311,0.491], g[3.895]
Training on Epoch 30 =>: 18%|█████████▉ | 38/213 [00:11<00:54, 3.21it/s]
>38, c[0.000,100], d[0.822,0.094], g[2.788]
Training on Epoch 30 =>: 18%|██████████▎ | 39/213 [00:12<00:54, 3.20it/s]
>39, c[0.000,100], d[0.244,0.223], g[2.900]
Training on Epoch 30 =>: 19%|██████████▌ | 40/213 [00:12<00:54, 3.20it/s]
>40, c[0.000,100], d[0.017,0.102], g[2.892]
Training on Epoch 30 =>: 19%|██████████▊ | 41/213 [00:12<00:54, 3.18it/s]
>41, c[0.000,100], d[0.038,0.623], g[3.877]
Training on Epoch 30 =>: 20%|███████████ | 42/213 [00:13<00:53, 3.21it/s]
>42, c[0.001,100], d[0.520,0.499], g[2.938]
Training on Epoch 30 =>: 20%|███████████▎ | 43/213 [00:13<00:53, 3.20it/s]
>43, c[0.000,100], d[0.023,0.215], g[4.408]
Training on Epoch 30 =>: 21%|███████████▌ | 44/213 [00:13<00:52, 3.22it/s]
>44, c[0.000,100], d[0.147,0.021], g[4.444]
Training on Epoch 30 =>: 21%|███████████▊ | 45/213 [00:14<00:52, 3.20it/s]
>45, c[0.000,100], d[0.598,0.057], g[2.831]
Training on Epoch 30 =>: 22%|████████████ | 46/213 [00:14<00:52, 3.19it/s]
>46, c[0.000,100], d[0.072,0.401], g[3.396]
Training on Epoch 30 =>: 22%|████████████▎ | 47/213 [00:14<00:52, 3.17it/s]
>47, c[0.000,100], d[0.260,0.249], g[2.965]
Training on Epoch 30 =>: 23%|████████████▌ | 48/213 [00:14<00:51, 3.20it/s]
>48, c[0.000,100], d[0.095,0.072], g[4.269]
Training on Epoch 30 =>: 23%|████████████▉ | 49/213 [00:15<00:51, 3.20it/s]
>49, c[0.000,100], d[0.025,0.078], g[4.201]
Training on Epoch 30 =>: 23%|█████████████▏ | 50/213 [00:15<00:50, 3.23it/s]
>50, c[0.000,100], d[0.170,0.133], g[3.594]
Training on Epoch 30 =>: 24%|█████████████▍ | 51/213 [00:15<00:50, 3.22it/s]
>51, c[0.000,100], d[0.150,0.143], g[2.443]
Training on Epoch 30 =>: 24%|█████████████▋ | 52/213 [00:16<00:49, 3.24it/s]
>52, c[0.000,100], d[0.001,0.061], g[3.218]
Training on Epoch 30 =>: 25%|█████████████▉ | 53/213 [00:16<00:50, 3.18it/s]
>53, c[0.011,100], d[0.064,0.055], g[3.457]
Training on Epoch 30 =>: 25%|██████████████▏ | 54/213 [00:16<00:50, 3.18it/s]
>54, c[0.000,100], d[0.213,0.080], g[4.126]
Training on Epoch 30 =>: 26%|██████████████▍ | 55/213 [00:17<00:49, 3.18it/s]
>55, c[0.000,100], d[0.275,0.285], g[2.698]
Training on Epoch 30 =>: 26%|██████████████▋ | 56/213 [00:17<00:49, 3.20it/s]
>56, c[0.000,100], d[0.005,0.083], g[3.741]
Training on Epoch 30 =>: 27%|██████████████▉ | 57/213 [00:17<00:48, 3.24it/s]
>57, c[0.000,100], d[0.066,0.106], g[3.563]
Training on Epoch 30 =>: 27%|███████████████▏ | 58/213 [00:18<00:47, 3.27it/s]
>58, c[0.000,100], d[0.001,0.233], g[4.839]
Training on Epoch 30 =>: 28%|███████████████▌ | 59/213 [00:18<00:47, 3.26it/s]
>59, c[0.001,100], d[0.007,0.158], g[5.039]
Training on Epoch 30 =>: 28%|███████████████▊ | 60/213 [00:18<00:47, 3.22it/s]
>60, c[0.000,100], d[0.567,0.037], g[3.381]
Training on Epoch 30 =>: 29%|████████████████ | 61/213 [00:18<00:46, 3.24it/s]
>61, c[0.000,100], d[0.005,0.063], g[4.901]
Training on Epoch 30 =>: 29%|████████████████▎ | 62/213 [00:19<00:46, 3.23it/s]
>62, c[0.000,100], d[0.015,0.086], g[3.704]
Training on Epoch 30 =>: 30%|████████████████▌ | 63/213 [00:19<00:46, 3.24it/s]
>63, c[0.000,100], d[0.122,0.606], g[5.698]
Training on Epoch 30 =>: 30%|████████████████▊ | 64/213 [00:19<00:45, 3.24it/s]
>64, c[0.000,100], d[0.027,0.130], g[4.976]
Training on Epoch 30 =>: 31%|█████████████████ | 65/213 [00:20<00:45, 3.24it/s]
>65, c[0.000,100], d[0.319,0.005], g[3.737]
Training on Epoch 30 =>: 31%|█████████████████▎ | 66/213 [00:20<00:45, 3.25it/s]
>66, c[0.000,100], d[0.246,0.046], g[3.705]
Training on Epoch 30 =>: 31%|█████████████████▌ | 67/213 [00:20<00:44, 3.25it/s]
>67, c[0.000,100], d[0.247,0.396], g[4.359]
Training on Epoch 30 =>: 32%|█████████████████▉ | 68/213 [00:21<00:44, 3.24it/s]
>68, c[0.000,100], d[0.200,0.070], g[3.159]
Training on Epoch 30 =>: 32%|██████████████████▏ | 69/213 [00:21<00:44, 3.23it/s]
>69, c[0.000,100], d[0.003,0.295], g[3.499]
Training on Epoch 30 =>: 33%|██████████████████▍ | 70/213 [00:21<00:44, 3.22it/s]
>70, c[0.002,100], d[0.510,0.331], g[4.261]
Training on Epoch 30 =>: 33%|██████████████████▋ | 71/213 [00:22<00:43, 3.23it/s]
>71, c[0.000,100], d[0.004,0.745], g[4.531]
Training on Epoch 30 =>: 34%|██████████████████▉ | 72/213 [00:22<00:43, 3.21it/s]
>72, c[0.000,100], d[0.089,0.034], g[6.384]
Training on Epoch 30 =>: 34%|███████████████████▏ | 73/213 [00:22<00:43, 3.19it/s]
>73, c[0.000,100], d[0.373,0.013], g[4.429]
Training on Epoch 30 =>: 35%|███████████████████▍ | 74/213 [00:23<00:43, 3.18it/s]
>74, c[0.000,100], d[0.138,0.086], g[3.256]
Training on Epoch 30 =>: 35%|███████████████████▋ | 75/213 [00:23<00:43, 3.19it/s]
>75, c[0.000,100], d[0.640,0.036], g[2.742]
Training on Epoch 30 =>: 36%|███████████████████▉ | 76/213 [00:23<00:43, 3.17it/s]
>76, c[0.001,100], d[0.022,0.052], g[2.062]
Training on Epoch 30 =>: 36%|████████████████████▏ | 77/213 [00:23<00:42, 3.17it/s]
>77, c[0.001,100], d[0.006,0.149], g[2.727]
Training on Epoch 30 =>: 37%|████████████████████▌ | 78/213 [00:24<00:42, 3.19it/s]
>78, c[0.000,100], d[0.052,0.031], g[4.378]
Training on Epoch 30 =>: 37%|████████████████████▊ | 79/213 [00:24<00:42, 3.19it/s]
>79, c[0.000,100], d[0.049,0.055], g[3.001]
Training on Epoch 30 =>: 38%|█████████████████████ | 80/213 [00:24<00:41, 3.17it/s]
>80, c[0.000,100], d[0.036,0.023], g[3.307]
Training on Epoch 30 =>: 38%|█████████████████████▎ | 81/213 [00:25<00:41, 3.19it/s]
>81, c[0.000,100], d[0.015,0.108], g[3.146]
Training on Epoch 30 =>: 38%|█████████████████████▌ | 82/213 [00:25<00:41, 3.17it/s]
>82, c[0.000,100], d[0.007,0.035], g[4.369]
Training on Epoch 30 =>: 39%|█████████████████████▊ | 83/213 [00:25<00:40, 3.18it/s]
>83, c[0.000,100], d[0.095,0.355], g[3.743]
Training on Epoch 30 =>: 39%|██████████████████████ | 84/213 [00:26<00:41, 3.12it/s]
>84, c[0.000,100], d[0.007,0.006], g[3.907]
Training on Epoch 30 =>: 40%|██████████████████████▎ | 85/213 [00:26<00:40, 3.15it/s]
>85, c[0.000,100], d[0.249,0.013], g[4.144]
Training on Epoch 30 =>: 40%|██████████████████████▌ | 86/213 [00:26<00:39, 3.18it/s]
>86, c[0.000,100], d[0.003,0.040], g[4.333]
Training on Epoch 30 =>: 41%|██████████████████████▊ | 87/213 [00:27<00:39, 3.19it/s]
>87, c[0.000,100], d[0.029,0.016], g[3.007]
Training on Epoch 30 =>: 41%|███████████████████████▏ | 88/213 [00:27<00:38, 3.21it/s]
>88, c[0.000,100], d[0.071,0.018], g[3.654]
Training on Epoch 30 =>: 42%|███████████████████████▍ | 89/213 [00:27<00:39, 3.17it/s]
>89, c[0.000,100], d[0.013,0.226], g[4.271]
Training on Epoch 30 =>: 42%|███████████████████████▋ | 90/213 [00:28<00:38, 3.17it/s]
>90, c[0.000,100], d[0.035,0.016], g[4.636]
Training on Epoch 30 =>: 43%|███████████████████████▉ | 91/213 [00:28<00:38, 3.18it/s]
>91, c[0.000,100], d[0.151,0.014], g[3.962]
Training on Epoch 30 =>: 43%|████████████████████████▏ | 92/213 [00:28<00:37, 3.20it/s]
>92, c[0.000,100], d[0.051,0.191], g[4.675]
Training on Epoch 30 =>: 44%|████████████████████████▍ | 93/213 [00:29<00:37, 3.19it/s]
>93, c[0.000,100], d[0.041,0.024], g[4.236]
Training on Epoch 30 =>: 44%|████████████████████████▋ | 94/213 [00:29<00:37, 3.17it/s]
>94, c[0.000,100], d[0.909,0.038], g[3.511]
Training on Epoch 30 =>: 45%|████████████████████████▉ | 95/213 [00:29<00:36, 3.20it/s]
>95, c[0.000,100], d[0.001,0.014], g[4.139]
Training on Epoch 30 =>: 45%|█████████████████████████▏ | 96/213 [00:29<00:36, 3.19it/s]
>96, c[0.000,100], d[0.141,1.357], g[3.636]
Training on Epoch 30 =>: 46%|█████████████████████████▌ | 97/213 [00:30<00:36, 3.16it/s]
>97, c[0.000,100], d[0.002,0.163], g[3.663]
Training on Epoch 30 =>: 46%|█████████████████████████▊ | 98/213 [00:30<00:36, 3.17it/s]
>98, c[0.000,100], d[0.009,0.091], g[4.253]
Training on Epoch 30 =>: 46%|██████████████████████████ | 99/213 [00:30<00:35, 3.18it/s]
>99, c[0.000,100], d[0.129,0.027], g[4.550]
Training on Epoch 30 =>: 47%|█████████████████████████▊ | 100/213 [00:31<00:35, 3.19it/s]
>100, c[0.000,100], d[0.007,0.030], g[3.572]
Training on Epoch 30 =>: 47%|██████████████████████████ | 101/213 [00:31<00:34, 3.21it/s]
>101, c[0.000,100], d[0.002,0.992], g[3.289]
Training on Epoch 30 =>: 48%|██████████████████████████▎ | 102/213 [00:31<00:34, 3.26it/s]
>102, c[0.000,100], d[0.009,0.050], g[4.532]
Training on Epoch 30 =>: 48%|██████████████████████████▌ | 103/213 [00:32<00:33, 3.27it/s]
>103, c[0.000,100], d[0.091,0.008], g[4.349]
Training on Epoch 30 =>: 49%|██████████████████████████▊ | 104/213 [00:32<00:34, 3.19it/s]
>104, c[0.000,100], d[0.115,0.128], g[3.564]
Training on Epoch 30 =>: 49%|███████████████████████████ | 105/213 [00:32<00:33, 3.23it/s]
>105, c[0.000,100], d[0.042,0.015], g[3.926]
Training on Epoch 30 =>: 50%|███████████████████████████▎ | 106/213 [00:33<00:33, 3.21it/s]
>106, c[0.000,100], d[0.058,0.024], g[3.931]
Training on Epoch 30 =>: 50%|███████████████████████████▋ | 107/213 [00:33<00:32, 3.25it/s]
>107, c[0.000,100], d[0.018,0.061], g[4.405]
Training on Epoch 30 =>: 51%|███████████████████████████▉ | 108/213 [00:33<00:32, 3.24it/s]
>108, c[0.000,100], d[0.325,0.021], g[4.202]
Training on Epoch 30 =>: 51%|████████████████████████████▏ | 109/213 [00:33<00:31, 3.27it/s]
>109, c[0.000,100], d[0.001,0.829], g[2.590]
Training on Epoch 30 =>: 52%|████████████████████████████▍ | 110/213 [00:34<00:31, 3.26it/s]
>110, c[0.000,100], d[0.671,0.080], g[4.035]
Training on Epoch 30 =>: 52%|████████████████████████████▋ | 111/213 [00:34<00:31, 3.21it/s]
>111, c[0.000,100], d[0.065,0.295], g[4.095]
Training on Epoch 30 =>: 53%|████████████████████████████▉ | 112/213 [00:34<00:31, 3.22it/s]
>112, c[0.000,100], d[0.021,0.014], g[3.833]
Training on Epoch 30 =>: 53%|█████████████████████████████▏ | 113/213 [00:35<00:30, 3.26it/s]
>113, c[0.000,100], d[0.172,0.012], g[3.289]
Training on Epoch 30 =>: 54%|█████████████████████████████▍ | 114/213 [00:35<00:30, 3.28it/s]
>114, c[0.000,100], d[0.133,0.077], g[4.674]
Training on Epoch 30 =>: 54%|█████████████████████████████▋ | 115/213 [00:35<00:30, 3.25it/s]
>115, c[0.000,100], d[0.067,0.016], g[3.757]
Training on Epoch 30 =>: 54%|█████████████████████████████▉ | 116/213 [00:36<00:30, 3.21it/s]
>116, c[0.000,100], d[0.027,0.299], g[2.300]
Training on Epoch 30 =>: 55%|██████████████████████████████▏ | 117/213 [00:36<00:30, 3.15it/s]
>117, c[0.000,100], d[0.016,0.104], g[4.457]
Training on Epoch 30 =>: 55%|██████████████████████████████▍ | 118/213 [00:36<00:30, 3.12it/s]
>118, c[0.000,100], d[0.003,0.042], g[4.481]
Training on Epoch 30 =>: 56%|██████████████████████████████▋ | 119/213 [00:37<00:29, 3.17it/s]
>119, c[0.000,100], d[0.350,0.163], g[3.998]
Training on Epoch 30 =>: 56%|██████████████████████████████▉ | 120/213 [00:37<00:28, 3.22it/s]
>120, c[0.000,100], d[0.522,0.011], g[5.584]
Training on Epoch 30 =>: 57%|███████████████████████████████▏ | 121/213 [00:37<00:28, 3.20it/s]
>121, c[0.000,100], d[0.139,0.050], g[2.270]
Training on Epoch 30 =>: 57%|███████████████████████████████▌ | 122/213 [00:38<00:28, 3.23it/s]
>122, c[0.000,100], d[0.011,0.408], g[3.682]
Training on Epoch 30 =>: 58%|███████████████████████████████▊ | 123/213 [00:38<00:27, 3.26it/s]
>123, c[0.000,100], d[0.002,0.101], g[4.527]
Training on Epoch 30 =>: 58%|████████████████████████████████ | 124/213 [00:38<00:27, 3.21it/s]
>124, c[0.000,100], d[0.049,0.266], g[6.117]
Training on Epoch 30 =>: 59%|████████████████████████████████▎ | 125/213 [00:38<00:27, 3.18it/s]
>125, c[0.000,100], d[0.615,0.011], g[3.704]
Training on Epoch 30 =>: 59%|████████████████████████████████▌ | 126/213 [00:39<00:27, 3.22it/s]
>126, c[0.000,100], d[0.073,0.020], g[4.878]
Training on Epoch 30 =>: 60%|████████████████████████████████▊ | 127/213 [00:39<00:26, 3.23it/s]
>127, c[0.000,100], d[0.044,0.344], g[3.646]
Training on Epoch 30 =>: 60%|█████████████████████████████████ | 128/213 [00:39<00:26, 3.22it/s]
>128, c[0.007,100], d[0.180,0.017], g[3.955]
Training on Epoch 30 =>: 61%|█████████████████████████████████▎ | 129/213 [00:40<00:26, 3.22it/s]
>129, c[0.000,100], d[0.018,0.069], g[2.941]
Training on Epoch 30 =>: 61%|█████████████████████████████████▌ | 130/213 [00:40<00:25, 3.25it/s]
>130, c[0.000,100], d[0.021,0.121], g[5.113]
Training on Epoch 30 =>: 62%|█████████████████████████████████▊ | 131/213 [00:40<00:25, 3.21it/s]
>131, c[0.000,100], d[0.186,0.361], g[5.360]
Training on Epoch 30 =>: 62%|██████████████████████████████████ | 132/213 [00:41<00:25, 3.23it/s]
>132, c[0.000,100], d[0.035,0.097], g[5.236]
Training on Epoch 30 =>: 62%|██████████████████████████████████▎ | 133/213 [00:41<00:24, 3.22it/s]
>133, c[0.000,100], d[0.382,0.082], g[3.726]
Training on Epoch 30 =>: 63%|██████████████████████████████████▌ | 134/213 [00:41<00:24, 3.24it/s]
>134, c[0.000,100], d[0.012,0.025], g[3.504]
Training on Epoch 30 =>: 63%|██████████████████████████████████▊ | 135/213 [00:42<00:24, 3.24it/s]
>135, c[0.000,100], d[0.057,0.045], g[4.548]
Training on Epoch 30 =>: 64%|███████████████████████████████████ | 136/213 [00:42<00:23, 3.23it/s]
>136, c[0.000,100], d[0.108,0.058], g[3.732]
Training on Epoch 30 =>: 64%|███████████████████████████████████▍ | 137/213 [00:42<00:23, 3.20it/s]
>137, c[0.000,100], d[0.017,0.139], g[3.107]
Training on Epoch 30 =>: 65%|███████████████████████████████████▋ | 138/213 [00:42<00:23, 3.22it/s]
>138, c[0.000,100], d[0.079,0.725], g[5.624]
Training on Epoch 30 =>: 65%|███████████████████████████████████▉ | 139/213 [00:43<00:23, 3.21it/s]
>139, c[0.000,100], d[0.094,0.009], g[4.973]
Training on Epoch 30 =>: 66%|████████████████████████████████████▏ | 140/213 [00:43<00:22, 3.21it/s]
>140, c[0.000,100], d[0.204,0.045], g[5.842]
Training on Epoch 30 =>: 66%|████████████████████████████████████▍ | 141/213 [00:43<00:22, 3.22it/s]
>141, c[0.000,100], d[1.077,0.073], g[3.549]
Training on Epoch 30 =>: 67%|████████████████████████████████████▋ | 142/213 [00:44<00:22, 3.21it/s]
>142, c[0.000,100], d[0.105,0.140], g[4.137]
Training on Epoch 30 =>: 67%|████████████████████████████████████▉ | 143/213 [00:44<00:21, 3.20it/s]
>143, c[0.000,100], d[0.009,0.271], g[3.838]
Training on Epoch 30 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:44<00:21, 3.18it/s]
>144, c[0.000,100], d[0.597,0.136], g[4.212]
Training on Epoch 30 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:45<00:21, 3.15it/s]
>145, c[0.000,100], d[0.019,0.019], g[3.599]
Training on Epoch 30 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:45<00:21, 3.14it/s]
>146, c[0.001,100], d[0.436,0.073], g[2.906]
Training on Epoch 30 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:45<00:20, 3.19it/s]
>147, c[0.001,100], d[0.182,0.064], g[2.742]
Training on Epoch 30 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:46<00:20, 3.16it/s]
>148, c[0.000,100], d[0.001,0.120], g[3.660]
Training on Epoch 30 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:46<00:20, 3.17it/s]
>149, c[0.000,100], d[0.036,0.091], g[3.950]
Training on Epoch 30 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:46<00:19, 3.18it/s]
>150, c[0.000,100], d[0.025,0.025], g[4.147]
Training on Epoch 30 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:47<00:19, 3.20it/s]
>151, c[0.000,100], d[0.002,0.040], g[3.562]
Training on Epoch 30 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:47<00:18, 3.23it/s]
>152, c[0.000,100], d[0.002,0.426], g[4.785]
Training on Epoch 30 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:47<00:19, 3.13it/s]
>153, c[0.000,100], d[0.038,0.195], g[5.194]
Training on Epoch 30 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:48<00:18, 3.14it/s]
>154, c[0.001,100], d[0.240,0.060], g[3.208]
Training on Epoch 30 =>: 73%|████████████████████████████████████████ | 155/213 [00:48<00:18, 3.11it/s]
>155, c[0.000,100], d[0.008,0.058], g[3.783]
Training on Epoch 30 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:48<00:18, 3.13it/s]
>156, c[0.000,100], d[0.133,0.004], g[4.451]
Training on Epoch 30 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:48<00:17, 3.17it/s]
>157, c[0.000,100], d[0.010,0.180], g[4.565]
Training on Epoch 30 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:49<00:17, 3.18it/s]
>158, c[0.000,100], d[0.369,0.079], g[4.937]
Training on Epoch 30 =>: 75%|█████████████████████████████████████████ | 159/213 [00:49<00:16, 3.19it/s]
>159, c[0.000,100], d[0.017,0.074], g[3.239]
Training on Epoch 30 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:49<00:16, 3.16it/s]
>160, c[0.000,100], d[0.096,0.034], g[5.289]
Training on Epoch 30 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:50<00:16, 3.17it/s]
>161, c[0.000,100], d[0.041,0.016], g[3.813]
Training on Epoch 30 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:50<00:16, 3.17it/s]
>162, c[0.000,100], d[0.001,0.070], g[2.992]
Training on Epoch 30 =>: 77%|██████████████████████████████████████████ | 163/213 [00:50<00:15, 3.16it/s]
>163, c[0.000,100], d[0.211,1.651], g[3.305]
Training on Epoch 30 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:51<00:15, 3.21it/s]
>164, c[0.002,100], d[0.054,0.007], g[4.302]
Training on Epoch 30 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:51<00:14, 3.22it/s]
>165, c[0.000,100], d[0.029,0.028], g[4.669]
Training on Epoch 30 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:51<00:14, 3.23it/s]
>166, c[0.000,100], d[0.390,0.041], g[3.148]
Training on Epoch 30 =>: 78%|███████████████████████████████████████████ | 167/213 [00:52<00:14, 3.21it/s]
>167, c[0.000,100], d[0.800,0.146], g[2.479]
Training on Epoch 30 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:52<00:14, 3.16it/s]
>168, c[0.000,100], d[0.000,0.093], g[3.153]
Training on Epoch 30 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:52<00:13, 3.18it/s]
>169, c[0.000,100], d[0.111,1.185], g[5.003]
Training on Epoch 30 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:53<00:13, 3.16it/s]
>170, c[0.000,100], d[0.044,0.017], g[4.781]
Training on Epoch 30 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:53<00:13, 3.19it/s]
>171, c[0.000,100], d[0.230,0.224], g[3.558]
Training on Epoch 30 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:53<00:12, 3.16it/s]
>172, c[0.000,100], d[0.093,0.012], g[4.196]
Training on Epoch 30 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:54<00:12, 3.16it/s]
>173, c[0.000,100], d[0.063,0.369], g[4.520]
Training on Epoch 30 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:54<00:12, 3.12it/s]
>174, c[0.001,100], d[0.018,0.140], g[5.126]
Training on Epoch 30 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:54<00:13, 2.82it/s]
>175, c[0.000,100], d[0.456,0.037], g[2.925]
Training on Epoch 30 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:55<00:13, 2.77it/s]
>176, c[0.000,100], d[0.030,0.057], g[3.525]
Training on Epoch 30 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:55<00:13, 2.65it/s]
>177, c[0.000,100], d[0.941,0.172], g[3.058]
Training on Epoch 30 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:56<00:15, 2.30it/s]
>178, c[0.000,100], d[0.106,0.595], g[3.786]
Training on Epoch 30 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:56<00:13, 2.45it/s]
>179, c[0.001,100], d[0.001,1.270], g[5.283]
Training on Epoch 30 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:56<00:12, 2.62it/s]
>180, c[0.001,100], d[0.298,0.016], g[3.937]
Training on Epoch 30 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:57<00:11, 2.78it/s]
>181, c[0.001,100], d[0.181,0.108], g[3.533]
Training on Epoch 30 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:57<00:10, 2.88it/s]
>182, c[0.001,100], d[0.155,0.061], g[3.133]
Training on Epoch 30 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:57<00:10, 2.96it/s]
>183, c[0.000,100], d[0.076,0.201], g[2.747]
Training on Epoch 30 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:58<00:09, 2.99it/s]
>184, c[0.000,100], d[0.116,0.016], g[3.054]
Training on Epoch 30 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:58<00:09, 3.02it/s]
>185, c[0.000,100], d[0.087,0.034], g[2.986]
Training on Epoch 30 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:58<00:09, 3.00it/s]
>186, c[0.000,100], d[0.053,0.024], g[3.244]
Training on Epoch 30 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:59<00:08, 3.02it/s]
>187, c[0.000,100], d[0.084,0.098], g[3.934]
Training on Epoch 30 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:59<00:08, 3.08it/s]
>188, c[0.000,100], d[0.035,0.143], g[3.480]
Training on Epoch 30 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:59<00:07, 3.10it/s]
>189, c[0.000,100], d[0.032,0.116], g[3.413]
Training on Epoch 30 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:00<00:07, 3.01it/s]
>190, c[0.000,100], d[0.006,0.011], g[3.580]
Training on Epoch 30 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:00<00:07, 2.93it/s]
>191, c[0.000,100], d[0.169,0.031], g[3.391]
Training on Epoch 30 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:00<00:07, 2.76it/s]
>192, c[0.000,100], d[0.113,0.042], g[3.651]
Training on Epoch 30 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:01<00:09, 2.20it/s]
>193, c[0.001,100], d[0.009,0.036], g[3.350]
Training on Epoch 30 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:02<00:09, 2.10it/s]
>194, c[0.000,100], d[0.324,0.174], g[4.132]
Training on Epoch 30 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:02<00:07, 2.34it/s]
>195, c[0.000,100], d[0.004,0.007], g[3.372]
Training on Epoch 30 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:02<00:06, 2.45it/s]
>196, c[0.000,100], d[0.403,1.410], g[3.626]
Training on Epoch 30 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:03<00:06, 2.63it/s]
>197, c[0.001,100], d[0.018,0.220], g[3.462]
Training on Epoch 30 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:03<00:05, 2.76it/s]
>198, c[0.000,100], d[0.185,0.020], g[4.387]
Training on Epoch 30 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:03<00:04, 2.85it/s]
>199, c[0.000,100], d[0.678,0.134], g[3.062]
Training on Epoch 30 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:03<00:04, 2.90it/s]
>200, c[0.001,100], d[0.082,0.073], g[1.958]
Training on Epoch 30 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:04<00:04, 2.80it/s]
>201, c[0.000,100], d[0.013,0.107], g[2.734]
Training on Epoch 30 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:04<00:03, 2.84it/s]
>202, c[0.000,100], d[0.076,0.022], g[3.461]
Training on Epoch 30 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:05<00:03, 2.91it/s]
>203, c[0.000,100], d[0.569,0.150], g[2.339]
Training on Epoch 30 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:05<00:03, 2.93it/s]
>204, c[0.000,100], d[0.011,1.504], g[3.256]
Training on Epoch 30 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:05<00:02, 2.97it/s]
>205, c[0.000,100], d[0.194,0.064], g[3.192]
Training on Epoch 30 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:06<00:02, 2.99it/s]
>206, c[0.000,100], d[0.371,0.551], g[3.588]
Training on Epoch 30 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:06<00:01, 3.04it/s]
>207, c[0.000,100], d[0.022,0.088], g[4.350]
Training on Epoch 30 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:06<00:01, 3.08it/s]
>208, c[0.000,100], d[0.142,0.062], g[4.215]
Training on Epoch 30 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:06<00:01, 3.09it/s]
>209, c[0.000,100], d[0.032,0.088], g[4.448]
Training on Epoch 30 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:07<00:00, 3.05it/s]
>210, c[0.000,100], d[0.202,0.030], g[5.179]
Training on Epoch 30 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:07<00:00, 3.05it/s]
>211, c[0.000,100], d[0.350,0.055], g[1.842]
Training on Epoch 30 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:07<00:00, 3.04it/s]
>212, c[0.000,100], d[0.002,0.162], g[3.272]
Training on Epoch 30 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:08<00:00, 3.12it/s]
>213, c[0.000,100], d[0.174,0.237], g[2.990]
EPOCHS =>: 60%|██████████████████████████████████████████▌ | 30/50 [38:17<23:24, 70.24s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 31 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 31 =>: 0%|▎ | 1/213 [00:00<01:03, 3.34it/s]
>1, c[0.000,100], d[0.015,0.018], g[3.943]
Training on Epoch 31 =>: 1%|▌ | 2/213 [00:00<01:06, 3.16it/s]
>2, c[0.000,100], d[0.011,0.082], g[3.965]
Training on Epoch 31 =>: 1%|▊ | 3/213 [00:00<01:09, 3.03it/s]
>3, c[0.000,100], d[0.197,0.053], g[3.578]
Training on Epoch 31 =>: 2%|█ | 4/213 [00:01<01:07, 3.08it/s]
>4, c[0.000,100], d[0.002,0.120], g[2.564]
Training on Epoch 31 =>: 2%|█▎ | 5/213 [00:01<01:07, 3.10it/s]
>5, c[0.000,100], d[0.004,0.062], g[4.889]
Training on Epoch 31 =>: 3%|█▌ | 6/213 [00:01<01:07, 3.07it/s]
>6, c[0.000,100], d[0.017,0.049], g[4.554]
Training on Epoch 31 =>: 3%|█▊ | 7/213 [00:02<01:08, 3.02it/s]
>7, c[0.000,100], d[0.050,0.183], g[5.027]
Training on Epoch 31 =>: 4%|██▏ | 8/213 [00:02<01:07, 3.04it/s]
>8, c[0.000,100], d[0.005,0.113], g[4.750]
Training on Epoch 31 =>: 4%|██▍ | 9/213 [00:02<01:06, 3.08it/s]
>9, c[0.000,100], d[0.229,0.058], g[4.403]
Training on Epoch 31 =>: 5%|██▋ | 10/213 [00:03<01:05, 3.11it/s]
>10, c[0.000,100], d[0.507,0.025], g[3.864]
Training on Epoch 31 =>: 5%|██▉ | 11/213 [00:03<01:04, 3.11it/s]
>11, c[0.000,100], d[0.030,0.188], g[3.498]
Training on Epoch 31 =>: 6%|███▏ | 12/213 [00:03<01:04, 3.11it/s]
>12, c[0.000,100], d[0.009,0.014], g[3.685]
Training on Epoch 31 =>: 6%|███▍ | 13/213 [00:04<01:04, 3.09it/s]
>13, c[0.000,100], d[0.360,0.042], g[3.510]
Training on Epoch 31 =>: 7%|███▋ | 14/213 [00:04<01:03, 3.12it/s]
>14, c[0.000,100], d[0.006,0.229], g[3.903]
Training on Epoch 31 =>: 7%|███▉ | 15/213 [00:04<01:02, 3.17it/s]
>15, c[0.000,100], d[0.056,0.132], g[4.178]
Training on Epoch 31 =>: 8%|████▏ | 16/213 [00:05<01:04, 3.06it/s]
>16, c[0.000,100], d[0.001,0.033], g[4.451]
Training on Epoch 31 =>: 8%|████▍ | 17/213 [00:05<01:03, 3.09it/s]
>17, c[0.000,100], d[0.055,0.056], g[4.900]
Training on Epoch 31 =>: 8%|████▋ | 18/213 [00:05<01:04, 3.00it/s]
>18, c[0.000,100], d[0.109,0.705], g[4.515]
Training on Epoch 31 =>: 9%|████▉ | 19/213 [00:06<01:03, 3.04it/s]
>19, c[0.000,100], d[0.308,0.089], g[3.849]
Training on Epoch 31 =>: 9%|█████▎ | 20/213 [00:06<01:02, 3.06it/s]
>20, c[0.000,100], d[0.114,0.103], g[4.186]
Training on Epoch 31 =>: 10%|█████▌ | 21/213 [00:06<01:01, 3.12it/s]
>21, c[0.000,100], d[0.607,0.124], g[3.690]
Training on Epoch 31 =>: 10%|█████▊ | 22/213 [00:07<01:00, 3.16it/s]
>22, c[0.000,100], d[0.650,0.077], g[3.017]
Training on Epoch 31 =>: 11%|██████ | 23/213 [00:07<01:00, 3.16it/s]
>23, c[0.000,100], d[0.039,0.068], g[3.405]
Training on Epoch 31 =>: 11%|██████▎ | 24/213 [00:07<00:59, 3.16it/s]
>24, c[0.000,100], d[0.043,0.035], g[2.921]
Training on Epoch 31 =>: 12%|██████▌ | 25/213 [00:08<00:58, 3.19it/s]
>25, c[0.000,100], d[0.007,0.061], g[3.188]
Training on Epoch 31 =>: 12%|██████▊ | 26/213 [00:08<00:57, 3.23it/s]
>26, c[0.000,100], d[0.220,0.255], g[3.141]
Training on Epoch 31 =>: 13%|███████ | 27/213 [00:08<00:57, 3.23it/s]
>27, c[0.000,100], d[0.041,0.029], g[3.517]
Training on Epoch 31 =>: 13%|███████▎ | 28/213 [00:08<00:57, 3.21it/s]
>28, c[0.000,100], d[0.013,0.040], g[3.823]
Training on Epoch 31 =>: 14%|███████▌ | 29/213 [00:09<00:57, 3.22it/s]
>29, c[0.000,100], d[0.085,0.032], g[3.424]
Training on Epoch 31 =>: 14%|███████▉ | 30/213 [00:09<00:57, 3.21it/s]
>30, c[0.000,100], d[0.015,0.019], g[3.780]
Training on Epoch 31 =>: 15%|████████▏ | 31/213 [00:09<00:56, 3.21it/s]
>31, c[0.000,100], d[0.003,0.420], g[4.290]
Training on Epoch 31 =>: 15%|████████▍ | 32/213 [00:10<00:56, 3.18it/s]
>32, c[0.000,100], d[0.003,0.009], g[5.042]
Training on Epoch 31 =>: 15%|████████▋ | 33/213 [00:10<00:56, 3.18it/s]
>33, c[0.000,100], d[0.015,0.003], g[5.348]
Training on Epoch 31 =>: 16%|████████▉ | 34/213 [00:10<00:57, 3.14it/s]
>34, c[0.002,100], d[0.067,0.009], g[5.114]
Training on Epoch 31 =>: 16%|█████████▏ | 35/213 [00:11<00:56, 3.12it/s]
>35, c[0.000,100], d[0.489,0.044], g[3.714]
Training on Epoch 31 =>: 17%|█████████▍ | 36/213 [00:11<00:58, 3.02it/s]
>36, c[0.000,100], d[0.170,0.070], g[3.655]
Training on Epoch 31 =>: 17%|█████████▋ | 37/213 [00:11<00:56, 3.10it/s]
>37, c[0.000,100], d[0.025,0.376], g[3.848]
Training on Epoch 31 =>: 18%|█████████▉ | 38/213 [00:12<00:55, 3.14it/s]
>38, c[0.000,100], d[0.006,0.068], g[3.814]
Training on Epoch 31 =>: 18%|██████████▎ | 39/213 [00:12<00:55, 3.13it/s]
>39, c[0.000,100], d[0.290,0.087], g[3.885]
Training on Epoch 31 =>: 19%|██████████▌ | 40/213 [00:12<00:55, 3.13it/s]
>40, c[0.000,100], d[0.145,0.191], g[3.687]
Training on Epoch 31 =>: 19%|██████████▊ | 41/213 [00:13<00:55, 3.11it/s]
>41, c[0.000,100], d[0.166,0.015], g[3.788]
Training on Epoch 31 =>: 20%|███████████ | 42/213 [00:13<00:55, 3.10it/s]
>42, c[0.000,100], d[0.016,0.069], g[3.579]
Training on Epoch 31 =>: 20%|███████████▎ | 43/213 [00:13<00:54, 3.12it/s]
>43, c[0.000,100], d[0.231,0.357], g[5.633]
Training on Epoch 31 =>: 21%|███████████▌ | 44/213 [00:14<00:54, 3.11it/s]
>44, c[0.000,100], d[0.018,0.073], g[4.584]
Training on Epoch 31 =>: 21%|███████████▊ | 45/213 [00:14<00:54, 3.11it/s]
>45, c[0.000,100], d[0.131,0.017], g[4.046]
Training on Epoch 31 =>: 22%|████████████ | 46/213 [00:14<00:53, 3.12it/s]
>46, c[0.000,100], d[0.311,1.094], g[3.750]
Training on Epoch 31 =>: 22%|████████████▎ | 47/213 [00:15<00:53, 3.09it/s]
>47, c[0.000,100], d[0.002,0.053], g[3.727]
Training on Epoch 31 =>: 23%|████████████▌ | 48/213 [00:15<00:53, 3.10it/s]
>48, c[0.000,100], d[0.005,0.041], g[4.524]
Training on Epoch 31 =>: 23%|████████████▉ | 49/213 [00:15<00:53, 3.08it/s]
>49, c[0.000,100], d[0.014,0.017], g[3.664]
Training on Epoch 31 =>: 23%|█████████████▏ | 50/213 [00:16<00:53, 3.05it/s]
>50, c[0.000,100], d[0.029,0.013], g[4.271]
Training on Epoch 31 =>: 24%|█████████████▍ | 51/213 [00:16<00:54, 2.98it/s]
>51, c[0.000,100], d[0.043,0.021], g[3.498]
Training on Epoch 31 =>: 24%|█████████████▋ | 52/213 [00:16<00:54, 2.95it/s]
>52, c[0.000,100], d[0.077,0.113], g[3.847]
Training on Epoch 31 =>: 25%|█████████████▉ | 53/213 [00:17<00:52, 3.03it/s]
>53, c[0.000,100], d[0.003,0.029], g[3.605]
Training on Epoch 31 =>: 25%|██████████████▏ | 54/213 [00:17<00:51, 3.07it/s]
>54, c[0.000,100], d[0.014,0.067], g[2.435]
Training on Epoch 31 =>: 26%|██████████████▍ | 55/213 [00:17<00:51, 3.08it/s]
>55, c[0.000,100], d[0.154,0.564], g[4.510]
Training on Epoch 31 =>: 26%|██████████████▋ | 56/213 [00:18<00:50, 3.09it/s]
>56, c[0.000,100], d[0.163,0.025], g[4.929]
Training on Epoch 31 =>: 27%|██████████████▉ | 57/213 [00:18<00:50, 3.09it/s]
>57, c[0.000,100], d[0.166,0.290], g[3.290]
Training on Epoch 31 =>: 27%|███████████████▏ | 58/213 [00:18<00:49, 3.15it/s]
>58, c[0.000,100], d[0.004,0.028], g[4.201]
Training on Epoch 31 =>: 28%|███████████████▌ | 59/213 [00:18<00:48, 3.17it/s]
>59, c[0.000,100], d[0.045,0.023], g[3.609]
Training on Epoch 31 =>: 28%|███████████████▊ | 60/213 [00:19<00:47, 3.20it/s]
>60, c[0.000,100], d[0.033,0.138], g[3.647]
Training on Epoch 31 =>: 29%|████████████████ | 61/213 [00:19<00:47, 3.21it/s]
>61, c[0.000,100], d[0.135,0.053], g[2.212]
Training on Epoch 31 =>: 29%|████████████████▎ | 62/213 [00:19<00:47, 3.18it/s]
>62, c[0.000,100], d[0.025,0.025], g[5.391]
Training on Epoch 31 =>: 30%|████████████████▌ | 63/213 [00:20<00:47, 3.19it/s]
>63, c[0.000,100], d[0.001,0.007], g[2.713]
Training on Epoch 31 =>: 30%|████████████████▊ | 64/213 [00:20<00:46, 3.18it/s]
>64, c[0.000,100], d[0.035,1.484], g[3.361]
Training on Epoch 31 =>: 31%|█████████████████ | 65/213 [00:20<00:46, 3.17it/s]
>65, c[0.000,100], d[0.026,0.017], g[4.753]
Training on Epoch 31 =>: 31%|█████████████████▎ | 66/213 [00:21<00:46, 3.19it/s]
>66, c[0.000,100], d[0.088,0.009], g[4.089]
Training on Epoch 31 =>: 31%|█████████████████▌ | 67/213 [00:21<00:45, 3.22it/s]
>67, c[0.000,100], d[0.339,0.029], g[3.651]
Training on Epoch 31 =>: 32%|█████████████████▉ | 68/213 [00:21<00:45, 3.21it/s]
>68, c[0.000,100], d[0.466,0.461], g[4.374]
Training on Epoch 31 =>: 32%|██████████████████▏ | 69/213 [00:22<00:45, 3.19it/s]
>69, c[0.000,100], d[1.010,0.037], g[3.794]
Training on Epoch 31 =>: 33%|██████████████████▍ | 70/213 [00:22<00:45, 3.15it/s]
>70, c[0.000,100], d[0.500,0.102], g[2.255]
Training on Epoch 31 =>: 33%|██████████████████▋ | 71/213 [00:22<00:44, 3.16it/s]
>71, c[0.000,100], d[0.027,0.332], g[2.727]
Training on Epoch 31 =>: 34%|██████████████████▉ | 72/213 [00:23<00:44, 3.17it/s]
>72, c[0.000,100], d[0.095,0.221], g[3.685]
Training on Epoch 31 =>: 34%|███████████████████▏ | 73/213 [00:23<00:44, 3.14it/s]
>73, c[0.000,100], d[0.326,0.020], g[3.325]
Training on Epoch 31 =>: 35%|███████████████████▍ | 74/213 [00:23<00:44, 3.16it/s]
>74, c[0.000,100], d[0.001,1.283], g[3.980]
Training on Epoch 31 =>: 35%|███████████████████▋ | 75/213 [00:23<00:43, 3.16it/s]
>75, c[0.000,100], d[0.016,0.110], g[2.733]
Training on Epoch 31 =>: 36%|███████████████████▉ | 76/213 [00:24<00:43, 3.16it/s]
>76, c[0.002,100], d[0.173,0.014], g[3.867]
Training on Epoch 31 =>: 36%|████████████████████▏ | 77/213 [00:24<00:42, 3.18it/s]
>77, c[0.000,100], d[0.006,0.134], g[5.385]
Training on Epoch 31 =>: 37%|████████████████████▌ | 78/213 [00:24<00:42, 3.17it/s]
>78, c[0.000,100], d[0.147,0.087], g[4.092]
Training on Epoch 31 =>: 37%|████████████████████▊ | 79/213 [00:25<00:42, 3.17it/s]
>79, c[0.000,100], d[0.294,0.021], g[4.438]
Training on Epoch 31 =>: 38%|█████████████████████ | 80/213 [00:25<00:42, 3.14it/s]
>80, c[0.000,100], d[0.006,0.281], g[3.092]
Training on Epoch 31 =>: 38%|█████████████████████▎ | 81/213 [00:25<00:41, 3.16it/s]
>81, c[0.163,83], d[1.553,0.510], g[2.866]
Training on Epoch 31 =>: 38%|█████████████████████▌ | 82/213 [00:26<00:41, 3.16it/s]
>82, c[0.000,100], d[0.259,0.062], g[3.601]
Training on Epoch 31 =>: 39%|█████████████████████▊ | 83/213 [00:26<00:40, 3.18it/s]
>83, c[1.746,67], d[0.013,1.063], g[3.438]
Training on Epoch 31 =>: 39%|██████████████████████ | 84/213 [00:26<00:40, 3.19it/s]
>84, c[0.002,100], d[0.173,0.660], g[3.248]
Training on Epoch 31 =>: 40%|██████████████████████▎ | 85/213 [00:27<00:40, 3.19it/s]
>85, c[4.756,33], d[0.000,4.661], g[3.098]
Training on Epoch 31 =>: 40%|██████████████████████▌ | 86/213 [00:27<00:39, 3.19it/s]
>86, c[0.005,100], d[0.274,5.806], g[4.973]
Training on Epoch 31 =>: 41%|██████████████████████▊ | 87/213 [00:27<00:39, 3.17it/s]
>87, c[0.000,100], d[3.172,12.800], g[1.127]
Training on Epoch 31 =>: 41%|███████████████████████▏ | 88/213 [00:28<00:39, 3.14it/s]
>88, c[0.013,100], d[0.002,2.145], g[6.749]
Training on Epoch 31 =>: 42%|███████████████████████▍ | 89/213 [00:28<00:39, 3.14it/s]
>89, c[0.398,83], d[0.014,0.658], g[4.011]
Training on Epoch 31 =>: 42%|███████████████████████▋ | 90/213 [00:28<00:39, 3.14it/s]
>90, c[0.008,100], d[0.609,1.317], g[4.806]
Training on Epoch 31 =>: 43%|███████████████████████▉ | 91/213 [00:29<00:39, 3.12it/s]
>91, c[1.018,83], d[6.368,2.086], g[1.968]
Training on Epoch 31 =>: 43%|████████████████████████▏ | 92/213 [00:29<00:38, 3.15it/s]
>92, c[0.022,100], d[0.003,2.685], g[7.609]
Training on Epoch 31 =>: 44%|████████████████████████▍ | 93/213 [00:29<00:37, 3.18it/s]
>93, c[1.787,83], d[0.235,2.522], g[6.194]
Training on Epoch 31 =>: 44%|████████████████████████▋ | 94/213 [00:30<00:37, 3.16it/s]
>94, c[0.075,100], d[1.135,0.044], g[3.171]
Training on Epoch 31 =>: 45%|████████████████████████▉ | 95/213 [00:30<00:37, 3.14it/s]
>95, c[0.284,83], d[0.228,0.621], g[2.504]
Training on Epoch 31 =>: 45%|█████████████████████████▏ | 96/213 [00:30<00:37, 3.16it/s]
>96, c[0.001,100], d[0.015,0.328], g[2.207]
Training on Epoch 31 =>: 46%|█████████████████████████▌ | 97/213 [00:30<00:37, 3.13it/s]
>97, c[0.000,100], d[0.091,0.130], g[3.421]
Training on Epoch 31 =>: 46%|█████████████████████████▊ | 98/213 [00:31<00:37, 3.09it/s]
>98, c[0.001,100], d[1.003,2.189], g[1.683]
Training on Epoch 31 =>: 46%|██████████████████████████ | 99/213 [00:31<00:37, 3.07it/s]
>99, c[0.000,100], d[0.748,0.666], g[1.179]
Training on Epoch 31 =>: 47%|█████████████████████████▊ | 100/213 [00:31<00:36, 3.06it/s]
>100, c[0.655,83], d[0.013,0.375], g[3.059]
Training on Epoch 31 =>: 47%|██████████████████████████ | 101/213 [00:32<00:35, 3.12it/s]
>101, c[0.717,83], d[0.029,0.876], g[3.687]
Training on Epoch 31 =>: 48%|██████████████████████████▎ | 102/213 [00:32<00:35, 3.11it/s]
>102, c[0.000,100], d[0.044,0.699], g[4.755]
Training on Epoch 31 =>: 48%|██████████████████████████▌ | 103/213 [00:32<00:35, 3.14it/s]
>103, c[0.000,100], d[0.026,0.017], g[3.384]
Training on Epoch 31 =>: 49%|██████████████████████████▊ | 104/213 [00:33<00:34, 3.16it/s]
>104, c[0.000,100], d[0.792,0.731], g[2.715]
Training on Epoch 31 =>: 49%|███████████████████████████ | 105/213 [00:33<00:33, 3.21it/s]
>105, c[0.000,100], d[1.098,0.679], g[1.485]
Training on Epoch 31 =>: 50%|███████████████████████████▎ | 106/213 [00:33<00:33, 3.24it/s]
>106, c[0.000,100], d[0.024,0.254], g[1.523]
Training on Epoch 31 =>: 50%|███████████████████████████▋ | 107/213 [00:34<00:33, 3.20it/s]
>107, c[0.001,100], d[0.139,0.721], g[2.262]
Training on Epoch 31 =>: 51%|███████████████████████████▉ | 108/213 [00:34<00:33, 3.18it/s]
>108, c[0.000,100], d[0.871,1.253], g[2.112]
Training on Epoch 31 =>: 51%|████████████████████████████▏ | 109/213 [00:34<00:33, 3.12it/s]
>109, c[0.000,100], d[0.023,0.227], g[2.466]
Training on Epoch 31 =>: 52%|████████████████████████████▍ | 110/213 [00:35<00:33, 3.12it/s]
>110, c[0.055,100], d[0.008,0.035], g[2.272]
Training on Epoch 31 =>: 52%|████████████████████████████▋ | 111/213 [00:35<00:33, 3.09it/s]
>111, c[0.051,100], d[0.293,0.964], g[4.387]
Training on Epoch 31 =>: 53%|████████████████████████████▉ | 112/213 [00:35<00:32, 3.12it/s]
>112, c[0.000,100], d[0.030,0.533], g[4.206]
Training on Epoch 31 =>: 53%|█████████████████████████████▏ | 113/213 [00:36<00:31, 3.16it/s]
>113, c[0.000,100], d[0.207,0.135], g[3.023]
Training on Epoch 31 =>: 54%|█████████████████████████████▍ | 114/213 [00:36<00:30, 3.20it/s]
>114, c[0.000,100], d[0.399,0.081], g[2.372]
Training on Epoch 31 =>: 54%|█████████████████████████████▋ | 115/213 [00:36<00:30, 3.17it/s]
>115, c[0.000,100], d[0.278,1.234], g[3.217]
Training on Epoch 31 =>: 54%|█████████████████████████████▉ | 116/213 [00:36<00:30, 3.15it/s]
>116, c[0.003,100], d[0.245,0.576], g[2.485]
Training on Epoch 31 =>: 55%|██████████████████████████████▏ | 117/213 [00:37<00:30, 3.20it/s]
>117, c[0.000,100], d[0.235,0.101], g[2.227]
Training on Epoch 31 =>: 55%|██████████████████████████████▍ | 118/213 [00:37<00:29, 3.18it/s]
>118, c[0.000,100], d[0.136,0.393], g[2.654]
Training on Epoch 31 =>: 56%|██████████████████████████████▋ | 119/213 [00:37<00:29, 3.19it/s]
>119, c[0.001,100], d[0.168,0.059], g[2.408]
Training on Epoch 31 =>: 56%|██████████████████████████████▉ | 120/213 [00:38<00:29, 3.11it/s]
>120, c[0.021,100], d[0.198,0.077], g[2.091]
Training on Epoch 31 =>: 57%|███████████████████████████████▏ | 121/213 [00:38<00:29, 3.16it/s]
>121, c[0.071,100], d[0.605,0.222], g[2.173]
Training on Epoch 31 =>: 57%|███████████████████████████████▌ | 122/213 [00:38<00:28, 3.18it/s]
>122, c[0.015,100], d[0.079,0.131], g[2.339]
Training on Epoch 31 =>: 58%|███████████████████████████████▊ | 123/213 [00:39<00:28, 3.19it/s]
>123, c[0.000,100], d[0.013,0.135], g[2.116]
Training on Epoch 31 =>: 58%|████████████████████████████████ | 124/213 [00:39<00:27, 3.19it/s]
>124, c[0.002,100], d[0.139,0.109], g[2.224]
Training on Epoch 31 =>: 59%|████████████████████████████████▎ | 125/213 [00:39<00:27, 3.20it/s]
>125, c[0.000,100], d[0.016,0.189], g[2.973]
Training on Epoch 31 =>: 59%|████████████████████████████████▌ | 126/213 [00:40<00:26, 3.23it/s]
>126, c[0.000,100], d[0.027,0.044], g[2.284]
Training on Epoch 31 =>: 60%|████████████████████████████████▊ | 127/213 [00:40<00:26, 3.21it/s]
>127, c[0.323,83], d[0.469,0.328], g[1.993]
Training on Epoch 31 =>: 60%|█████████████████████████████████ | 128/213 [00:40<00:26, 3.22it/s]
>128, c[0.000,100], d[0.026,0.212], g[2.216]
Training on Epoch 31 =>: 61%|█████████████████████████████████▎ | 129/213 [00:41<00:25, 3.26it/s]
>129, c[0.000,100], d[0.077,0.203], g[3.204]
Training on Epoch 31 =>: 61%|█████████████████████████████████▌ | 130/213 [00:41<00:25, 3.23it/s]
>130, c[0.001,100], d[0.013,0.072], g[3.816]
Training on Epoch 31 =>: 62%|█████████████████████████████████▊ | 131/213 [00:41<00:25, 3.26it/s]
>131, c[0.004,100], d[0.186,0.411], g[4.143]
Training on Epoch 31 =>: 62%|██████████████████████████████████ | 132/213 [00:41<00:25, 3.20it/s]
>132, c[0.005,100], d[0.006,0.043], g[2.840]
Training on Epoch 31 =>: 62%|██████████████████████████████████▎ | 133/213 [00:42<00:25, 3.18it/s]
>133, c[0.000,100], d[1.031,0.364], g[1.999]
Training on Epoch 31 =>: 63%|██████████████████████████████████▌ | 134/213 [00:42<00:24, 3.21it/s]
>134, c[0.025,100], d[0.025,0.132], g[1.566]
Training on Epoch 31 =>: 63%|██████████████████████████████████▊ | 135/213 [00:42<00:24, 3.16it/s]
>135, c[0.008,100], d[0.023,0.150], g[2.961]
Training on Epoch 31 =>: 64%|███████████████████████████████████ | 136/213 [00:43<00:24, 3.20it/s]
>136, c[0.000,100], d[0.008,0.232], g[2.307]
Training on Epoch 31 =>: 64%|███████████████████████████████████▍ | 137/213 [00:43<00:23, 3.23it/s]
>137, c[0.000,100], d[0.352,0.087], g[1.927]
Training on Epoch 31 =>: 65%|███████████████████████████████████▋ | 138/213 [00:43<00:23, 3.22it/s]
>138, c[1.710,83], d[0.278,0.168], g[2.149]
Training on Epoch 31 =>: 65%|███████████████████████████████████▉ | 139/213 [00:44<00:23, 3.17it/s]
>139, c[1.270,83], d[0.263,0.447], g[1.185]
Training on Epoch 31 =>: 66%|████████████████████████████████████▏ | 140/213 [00:44<00:23, 3.16it/s]
>140, c[0.000,100], d[0.020,0.496], g[3.011]
Training on Epoch 31 =>: 66%|████████████████████████████████████▍ | 141/213 [00:44<00:22, 3.14it/s]
>141, c[0.000,100], d[0.207,0.202], g[1.893]
Training on Epoch 31 =>: 67%|████████████████████████████████████▋ | 142/213 [00:45<00:22, 3.17it/s]
>142, c[0.000,100], d[0.009,0.112], g[2.683]
Training on Epoch 31 =>: 67%|████████████████████████████████████▉ | 143/213 [00:45<00:22, 3.17it/s]
>143, c[0.000,100], d[0.327,0.168], g[1.628]
Training on Epoch 31 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:45<00:21, 3.19it/s]
>144, c[0.018,100], d[0.083,0.364], g[1.328]
Training on Epoch 31 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:46<00:21, 3.19it/s]
>145, c[0.000,100], d[0.153,0.642], g[1.774]
Training on Epoch 31 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:46<00:21, 3.06it/s]
>146, c[0.000,100], d[0.212,0.336], g[2.453]
Training on Epoch 31 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:46<00:21, 3.09it/s]
>147, c[0.000,100], d[0.218,0.289], g[3.171]
Training on Epoch 31 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:47<00:20, 3.12it/s]
>148, c[0.028,100], d[0.049,0.227], g[3.184]
Training on Epoch 31 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:47<00:20, 3.11it/s]
>149, c[0.108,100], d[0.044,0.239], g[2.938]
Training on Epoch 31 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:47<00:20, 3.14it/s]
>150, c[0.065,100], d[0.031,0.652], g[2.709]
Training on Epoch 31 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:48<00:19, 3.14it/s]
>151, c[0.002,100], d[0.483,0.116], g[2.879]
Training on Epoch 31 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:48<00:19, 3.05it/s]
>152, c[0.000,100], d[0.208,0.567], g[2.665]
Training on Epoch 31 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:48<00:19, 3.04it/s]
>153, c[0.000,100], d[0.075,0.083], g[2.973]
Training on Epoch 31 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:49<00:19, 3.03it/s]
>154, c[0.000,100], d[0.293,0.124], g[2.232]
Training on Epoch 31 =>: 73%|████████████████████████████████████████ | 155/213 [00:49<00:18, 3.11it/s]
>155, c[0.000,100], d[0.008,0.576], g[2.143]
Training on Epoch 31 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:49<00:18, 3.13it/s]
>156, c[0.000,100], d[0.088,0.060], g[2.803]
Training on Epoch 31 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:49<00:17, 3.15it/s]
>157, c[0.000,100], d[0.052,0.073], g[2.110]
Training on Epoch 31 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:50<00:17, 3.16it/s]
>158, c[0.016,100], d[0.255,0.347], g[2.000]
Training on Epoch 31 =>: 75%|█████████████████████████████████████████ | 159/213 [00:50<00:17, 3.16it/s]
>159, c[0.000,100], d[0.690,0.369], g[2.137]
Training on Epoch 31 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:50<00:16, 3.14it/s]
>160, c[0.011,100], d[0.008,0.098], g[2.289]
Training on Epoch 31 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:51<00:16, 3.15it/s]
>161, c[0.000,100], d[0.196,0.051], g[3.479]
Training on Epoch 31 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:51<00:16, 3.12it/s]
>162, c[0.000,100], d[0.004,0.626], g[2.788]
Training on Epoch 31 =>: 77%|██████████████████████████████████████████ | 163/213 [00:51<00:16, 3.11it/s]
>163, c[0.001,100], d[0.097,0.093], g[3.336]
Training on Epoch 31 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:52<00:15, 3.08it/s]
>164, c[0.000,100], d[0.695,0.095], g[3.483]
Training on Epoch 31 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:52<00:15, 3.11it/s]
>165, c[0.000,100], d[0.055,0.091], g[2.052]
Training on Epoch 31 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:52<00:15, 3.13it/s]
>166, c[0.000,100], d[0.021,0.582], g[3.701]
Training on Epoch 31 =>: 78%|███████████████████████████████████████████ | 167/213 [00:53<00:14, 3.17it/s]
>167, c[0.000,100], d[0.585,0.081], g[2.185]
Training on Epoch 31 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:53<00:14, 3.18it/s]
>168, c[0.002,100], d[0.048,0.335], g[3.185]
Training on Epoch 31 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:53<00:14, 3.13it/s]
>169, c[0.000,100], d[0.330,0.356], g[2.847]
Training on Epoch 31 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:54<00:13, 3.12it/s]
>170, c[0.000,100], d[0.466,0.049], g[2.612]
Training on Epoch 31 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:54<00:13, 3.10it/s]
>171, c[0.000,100], d[0.005,0.071], g[1.707]
Training on Epoch 31 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:54<00:12, 3.15it/s]
>172, c[0.000,100], d[0.083,0.172], g[3.663]
Training on Epoch 31 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:55<00:12, 3.10it/s]
>173, c[0.027,100], d[0.062,0.121], g[2.519]
Training on Epoch 31 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:55<00:12, 3.11it/s]
>174, c[0.000,100], d[0.072,0.115], g[3.163]
Training on Epoch 31 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:55<00:12, 3.14it/s]
>175, c[0.000,100], d[0.050,0.076], g[3.285]
Training on Epoch 31 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:56<00:11, 3.15it/s]
>176, c[0.003,100], d[0.293,0.299], g[2.664]
Training on Epoch 31 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:56<00:11, 3.17it/s]
>177, c[0.000,100], d[0.177,0.050], g[2.949]
Training on Epoch 31 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:56<00:10, 3.20it/s]
>178, c[0.000,100], d[0.090,0.077], g[3.007]
Training on Epoch 31 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:56<00:10, 3.14it/s]
>179, c[0.000,100], d[0.019,0.196], g[2.487]
Training on Epoch 31 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:57<00:10, 3.16it/s]
>180, c[0.001,100], d[0.014,0.030], g[3.286]
Training on Epoch 31 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:57<00:10, 3.14it/s]
>181, c[0.000,100], d[0.341,0.568], g[4.072]
Training on Epoch 31 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:57<00:09, 3.13it/s]
>182, c[0.000,100], d[0.100,0.021], g[3.465]
Training on Epoch 31 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:58<00:09, 3.16it/s]
>183, c[0.015,100], d[0.201,0.048], g[3.037]
Training on Epoch 31 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:58<00:09, 3.08it/s]
>184, c[0.000,100], d[0.051,0.298], g[3.029]
Training on Epoch 31 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:58<00:08, 3.14it/s]
>185, c[0.003,100], d[0.715,0.175], g[2.338]
Training on Epoch 31 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:59<00:08, 3.17it/s]
>186, c[0.000,100], d[0.004,0.133], g[3.129]
Training on Epoch 31 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:59<00:08, 3.19it/s]
>187, c[0.000,100], d[0.026,0.079], g[3.179]
Training on Epoch 31 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:59<00:07, 3.19it/s]
>188, c[0.000,100], d[0.032,0.034], g[2.899]
Training on Epoch 31 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:00<00:07, 3.16it/s]
>189, c[0.000,100], d[1.083,0.527], g[1.902]
Training on Epoch 31 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:00<00:07, 3.19it/s]
>190, c[0.000,100], d[0.149,0.177], g[2.150]
Training on Epoch 31 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:00<00:06, 3.16it/s]
>191, c[0.000,100], d[0.013,0.555], g[3.690]
Training on Epoch 31 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:01<00:06, 3.15it/s]
>192, c[0.000,100], d[0.233,0.132], g[2.860]
Training on Epoch 31 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:01<00:06, 3.12it/s]
>193, c[0.000,100], d[0.230,0.059], g[3.073]
Training on Epoch 31 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:01<00:06, 3.12it/s]
>194, c[0.008,100], d[0.080,0.067], g[3.125]
Training on Epoch 31 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:02<00:05, 3.15it/s]
>195, c[0.000,100], d[0.034,0.133], g[3.092]
Training on Epoch 31 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:02<00:05, 3.17it/s]
>196, c[0.000,100], d[0.114,0.146], g[2.773]
Training on Epoch 31 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:02<00:05, 3.19it/s]
>197, c[0.000,100], d[0.014,0.066], g[3.227]
Training on Epoch 31 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:03<00:04, 3.09it/s]
>198, c[0.000,100], d[0.144,0.047], g[2.885]
Training on Epoch 31 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:03<00:04, 3.06it/s]
>199, c[0.042,100], d[0.081,0.148], g[3.223]
Training on Epoch 31 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:03<00:04, 3.09it/s]
>200, c[0.000,100], d[0.003,0.066], g[3.435]
Training on Epoch 31 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:04<00:03, 3.06it/s]
>201, c[0.000,100], d[0.464,0.106], g[2.836]
Training on Epoch 31 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:04<00:03, 3.03it/s]
>202, c[0.000,100], d[0.007,0.062], g[3.113]
Training on Epoch 31 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:04<00:03, 2.78it/s]
>203, c[0.006,100], d[0.021,0.950], g[2.968]
Training on Epoch 31 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:05<00:03, 2.88it/s]
>204, c[0.000,100], d[0.056,0.107], g[3.296]
Training on Epoch 31 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:05<00:02, 2.97it/s]
>205, c[0.000,100], d[0.013,0.029], g[3.669]
Training on Epoch 31 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:05<00:02, 3.04it/s]
>206, c[0.000,100], d[0.767,0.193], g[1.711]
Training on Epoch 31 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:06<00:01, 3.10it/s]
>207, c[0.000,100], d[0.003,0.330], g[3.232]
Training on Epoch 31 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:06<00:01, 3.11it/s]
>208, c[0.006,100], d[0.012,0.284], g[3.763]
Training on Epoch 31 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:06<00:01, 3.13it/s]
>209, c[0.022,100], d[0.128,0.054], g[2.889]
Training on Epoch 31 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:06<00:00, 3.14it/s]
>210, c[0.000,100], d[0.160,0.113], g[3.492]
Training on Epoch 31 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:07<00:00, 3.14it/s]
>211, c[0.000,100], d[0.074,0.025], g[2.307]
Training on Epoch 31 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:07<00:00, 3.18it/s]
>212, c[0.000,100], d[0.060,0.254], g[4.256]
Training on Epoch 31 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:07<00:00, 3.14it/s]
>213, c[0.000,100], d[0.086,0.023], g[2.621]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
EPOCHS =>: 62%|████████████████████████████████████████████ | 31/50 [39:27<22:09, 69.97s/it]
>Saved: logs/generated_plot_0031.png, logs/g_model_0031.h5, and logs/c_model_0031.h5
Training on Epoch 32 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 32 =>: 0%|▎ | 1/213 [00:00<01:34, 2.26it/s]
>1, c[0.000,100], d[0.016,0.056], g[3.562]
Training on Epoch 32 =>: 1%|▌ | 2/213 [00:00<01:16, 2.75it/s]
>2, c[0.000,100], d[0.275,0.185], g[2.937]
Training on Epoch 32 =>: 1%|▊ | 3/213 [00:01<01:10, 2.96it/s]
>3, c[0.000,100], d[0.491,0.232], g[3.544]
Training on Epoch 32 =>: 2%|█ | 4/213 [00:01<01:09, 3.02it/s]
>4, c[0.000,100], d[0.469,0.089], g[3.276]
Training on Epoch 32 =>: 2%|█▎ | 5/213 [00:01<01:07, 3.07it/s]
>5, c[0.000,100], d[0.001,0.192], g[3.036]
Training on Epoch 32 =>: 3%|█▌ | 6/213 [00:02<01:08, 3.04it/s]
>6, c[0.000,100], d[0.024,0.092], g[3.414]
Training on Epoch 32 =>: 3%|█▊ | 7/213 [00:02<01:08, 3.02it/s]
>7, c[0.001,100], d[0.084,0.049], g[2.739]
Training on Epoch 32 =>: 4%|██▏ | 8/213 [00:02<01:06, 3.07it/s]
>8, c[0.000,100], d[0.132,0.058], g[2.855]
Training on Epoch 32 =>: 4%|██▍ | 9/213 [00:03<01:06, 3.09it/s]
>9, c[0.002,100], d[0.045,0.073], g[2.878]
Training on Epoch 32 =>: 5%|██▋ | 10/213 [00:03<01:06, 3.08it/s]
>10, c[0.000,100], d[0.096,0.333], g[3.193]
Training on Epoch 32 =>: 5%|██▉ | 11/213 [00:03<01:04, 3.12it/s]
>11, c[0.000,100], d[0.018,0.058], g[3.381]
Training on Epoch 32 =>: 6%|███▏ | 12/213 [00:03<01:06, 3.03it/s]
>12, c[0.000,100], d[0.030,0.471], g[3.554]
Training on Epoch 32 =>: 6%|███▍ | 13/213 [00:04<01:05, 3.07it/s]
>13, c[0.000,100], d[0.127,0.051], g[3.077]
Training on Epoch 32 =>: 7%|███▋ | 14/213 [00:04<01:03, 3.11it/s]
>14, c[0.000,100], d[0.013,0.084], g[4.121]
Training on Epoch 32 =>: 7%|███▉ | 15/213 [00:04<01:03, 3.12it/s]
>15, c[0.000,100], d[0.077,0.021], g[3.360]
Training on Epoch 32 =>: 8%|████▏ | 16/213 [00:05<01:03, 3.11it/s]
>16, c[0.000,100], d[0.219,0.334], g[3.061]
Training on Epoch 32 =>: 8%|████▍ | 17/213 [00:05<01:02, 3.13it/s]
>17, c[0.000,100], d[0.658,0.176], g[2.713]
Training on Epoch 32 =>: 8%|████▋ | 18/213 [00:05<01:02, 3.14it/s]
>18, c[0.000,100], d[0.014,0.325], g[1.736]
Training on Epoch 32 =>: 9%|████▉ | 19/213 [00:06<01:01, 3.15it/s]
>19, c[0.000,100], d[0.034,0.376], g[3.633]
Training on Epoch 32 =>: 9%|█████▎ | 20/213 [00:06<01:02, 3.08it/s]
>20, c[0.000,100], d[0.498,0.076], g[2.507]
Training on Epoch 32 =>: 10%|█████▌ | 21/213 [00:06<01:02, 3.07it/s]
>21, c[0.000,100], d[0.430,0.726], g[3.524]
Training on Epoch 32 =>: 10%|█████▊ | 22/213 [00:07<01:01, 3.10it/s]
>22, c[0.000,100], d[0.045,0.047], g[2.748]
Training on Epoch 32 =>: 11%|██████ | 23/213 [00:07<01:00, 3.15it/s]
>23, c[0.000,100], d[0.299,0.055], g[3.353]
Training on Epoch 32 =>: 11%|██████▎ | 24/213 [00:07<01:00, 3.11it/s]
>24, c[0.001,100], d[0.017,0.125], g[3.132]
Training on Epoch 32 =>: 12%|██████▌ | 25/213 [00:08<01:01, 3.04it/s]
>25, c[0.028,100], d[0.583,0.068], g[2.612]
Training on Epoch 32 =>: 12%|██████▊ | 26/213 [00:08<01:00, 3.10it/s]
>26, c[0.000,100], d[0.005,0.204], g[2.959]
Training on Epoch 32 =>: 13%|███████ | 27/213 [00:08<00:59, 3.12it/s]
>27, c[0.000,100], d[0.457,0.187], g[2.582]
Training on Epoch 32 =>: 13%|███████▎ | 28/213 [00:09<01:00, 3.07it/s]
>28, c[0.000,100], d[0.239,0.276], g[2.143]
Training on Epoch 32 =>: 14%|███████▌ | 29/213 [00:09<01:00, 3.04it/s]
>29, c[0.000,100], d[0.042,0.812], g[2.679]
Training on Epoch 32 =>: 14%|███████▉ | 30/213 [00:09<01:00, 3.03it/s]
>30, c[0.000,100], d[0.274,0.268], g[3.034]
Training on Epoch 32 =>: 15%|████████▏ | 31/213 [00:10<01:01, 2.97it/s]
>31, c[0.000,100], d[0.585,0.329], g[2.803]
Training on Epoch 32 =>: 15%|████████▍ | 32/213 [00:10<00:59, 3.03it/s]
>32, c[0.001,100], d[0.008,0.143], g[3.433]
Training on Epoch 32 =>: 15%|████████▋ | 33/213 [00:10<00:58, 3.07it/s]
>33, c[0.000,100], d[0.016,0.043], g[3.954]
Training on Epoch 32 =>: 16%|████████▉ | 34/213 [00:11<00:58, 3.05it/s]
>34, c[0.000,100], d[0.184,0.059], g[2.896]
Training on Epoch 32 =>: 16%|█████████▏ | 35/213 [00:11<00:58, 3.03it/s]
>35, c[0.000,100], d[0.106,0.155], g[3.714]
Training on Epoch 32 =>: 17%|█████████▍ | 36/213 [00:11<00:59, 2.98it/s]
>36, c[0.000,100], d[0.015,0.421], g[3.578]
Training on Epoch 32 =>: 17%|█████████▋ | 37/213 [00:12<00:58, 3.03it/s]
>37, c[0.000,100], d[0.019,0.011], g[2.634]
Training on Epoch 32 =>: 18%|█████████▉ | 38/213 [00:12<00:58, 2.99it/s]
>38, c[0.004,100], d[0.200,0.028], g[3.386]
Training on Epoch 32 =>: 18%|██████████▎ | 39/213 [00:12<00:57, 3.01it/s]
>39, c[0.000,100], d[0.012,0.174], g[2.535]
Training on Epoch 32 =>: 19%|██████████▌ | 40/213 [00:13<00:57, 2.99it/s]
>40, c[0.001,100], d[0.251,0.119], g[4.684]
Training on Epoch 32 =>: 19%|██████████▊ | 41/213 [00:13<00:57, 2.99it/s]
>41, c[0.000,100], d[0.331,1.080], g[4.165]
Training on Epoch 32 =>: 20%|███████████ | 42/213 [00:13<00:58, 2.90it/s]
>42, c[0.001,100], d[0.068,0.115], g[3.487]
Training on Epoch 32 =>: 20%|███████████▎ | 43/213 [00:14<01:13, 2.30it/s]
>43, c[0.000,100], d[0.181,0.087], g[4.955]
Training on Epoch 32 =>: 21%|███████████▌ | 44/213 [00:14<01:06, 2.52it/s]
>44, c[0.000,100], d[0.255,0.091], g[3.217]
Training on Epoch 32 =>: 21%|███████████▊ | 45/213 [00:15<01:02, 2.71it/s]
>45, c[0.000,100], d[0.669,0.142], g[2.514]
Training on Epoch 32 =>: 22%|████████████ | 46/213 [00:15<00:59, 2.80it/s]
>46, c[0.000,100], d[0.010,0.054], g[1.584]
Training on Epoch 32 =>: 22%|████████████▎ | 47/213 [00:15<00:57, 2.90it/s]
>47, c[0.000,100], d[0.011,0.283], g[2.700]
Training on Epoch 32 =>: 23%|████████████▌ | 48/213 [00:16<01:05, 2.50it/s]
>48, c[0.000,100], d[0.544,0.116], g[2.806]
Training on Epoch 32 =>: 23%|████████████▉ | 49/213 [00:16<01:01, 2.65it/s]
>49, c[0.000,100], d[0.027,0.027], g[2.165]
Training on Epoch 32 =>: 23%|█████████████▏ | 50/213 [00:16<00:58, 2.77it/s]
>50, c[0.000,100], d[0.559,0.208], g[2.649]
Training on Epoch 32 =>: 24%|█████████████▍ | 51/213 [00:17<00:55, 2.90it/s]
>51, c[0.000,100], d[0.012,0.199], g[2.865]
Training on Epoch 32 =>: 24%|█████████████▋ | 52/213 [00:17<00:54, 2.97it/s]
>52, c[0.000,100], d[0.978,0.333], g[2.281]
Training on Epoch 32 =>: 25%|█████████████▉ | 53/213 [00:17<00:52, 3.04it/s]
>53, c[0.000,100], d[0.039,0.057], g[3.158]
Training on Epoch 32 =>: 25%|██████████████▏ | 54/213 [00:18<00:58, 2.72it/s]
>54, c[0.000,100], d[0.009,0.051], g[3.075]
Training on Epoch 32 =>: 26%|██████████████▍ | 55/213 [00:18<00:56, 2.79it/s]
>55, c[0.000,100], d[0.573,0.114], g[2.210]
Training on Epoch 32 =>: 26%|██████████████▋ | 56/213 [00:18<00:54, 2.88it/s]
>56, c[0.000,100], d[0.049,0.193], g[1.693]
Training on Epoch 32 =>: 27%|██████████████▉ | 57/213 [00:19<00:52, 2.96it/s]
>57, c[0.000,100], d[0.016,0.238], g[2.989]
Training on Epoch 32 =>: 27%|███████████████▏ | 58/213 [00:19<00:51, 3.02it/s]
>58, c[0.000,100], d[0.383,0.215], g[2.516]
Training on Epoch 32 =>: 28%|███████████████▌ | 59/213 [00:19<00:51, 3.00it/s]
>59, c[0.000,100], d[0.034,0.255], g[2.356]
Training on Epoch 32 =>: 28%|███████████████▊ | 60/213 [00:20<00:50, 3.06it/s]
>60, c[0.000,100], d[0.022,0.151], g[3.176]
Training on Epoch 32 =>: 29%|████████████████ | 61/213 [00:20<00:48, 3.10it/s]
>61, c[0.000,100], d[0.205,0.060], g[2.406]
Training on Epoch 32 =>: 29%|████████████████▎ | 62/213 [00:20<00:48, 3.12it/s]
>62, c[0.000,100], d[0.495,0.329], g[2.756]
Training on Epoch 32 =>: 30%|████████████████▌ | 63/213 [00:21<00:48, 3.12it/s]
>63, c[0.000,100], d[0.066,0.030], g[3.066]
Training on Epoch 32 =>: 30%|████████████████▊ | 64/213 [00:21<00:46, 3.19it/s]
>64, c[0.000,100], d[0.036,0.068], g[3.497]
Training on Epoch 32 =>: 31%|█████████████████ | 65/213 [00:21<00:46, 3.20it/s]
>65, c[0.000,100], d[0.107,0.125], g[3.885]
Training on Epoch 32 =>: 31%|█████████████████▎ | 66/213 [00:22<00:46, 3.15it/s]
>66, c[0.000,100], d[0.219,0.096], g[3.014]
Training on Epoch 32 =>: 31%|█████████████████▌ | 67/213 [00:22<00:46, 3.15it/s]
>67, c[0.003,100], d[0.530,0.037], g[2.945]
Training on Epoch 32 =>: 32%|█████████████████▉ | 68/213 [00:22<00:45, 3.17it/s]
>68, c[0.000,100], d[0.074,0.563], g[2.511]
Training on Epoch 32 =>: 32%|██████████████████▏ | 69/213 [00:23<00:45, 3.17it/s]
>69, c[0.000,100], d[0.009,0.197], g[2.541]
Training on Epoch 32 =>: 33%|██████████████████▍ | 70/213 [00:23<00:44, 3.19it/s]
>70, c[0.002,100], d[0.473,0.698], g[3.093]
Training on Epoch 32 =>: 33%|██████████████████▋ | 71/213 [00:23<00:44, 3.21it/s]
>71, c[0.000,100], d[0.032,0.083], g[3.038]
Training on Epoch 32 =>: 34%|██████████████████▉ | 72/213 [00:23<00:43, 3.22it/s]
>72, c[0.000,100], d[0.031,0.233], g[4.068]
Training on Epoch 32 =>: 34%|███████████████████▏ | 73/213 [00:24<00:43, 3.23it/s]
>73, c[0.000,100], d[0.039,0.032], g[3.680]
Training on Epoch 32 =>: 35%|███████████████████▍ | 74/213 [00:24<00:43, 3.20it/s]
>74, c[0.000,100], d[0.427,0.097], g[3.160]
Training on Epoch 32 =>: 35%|███████████████████▋ | 75/213 [00:24<00:42, 3.22it/s]
>75, c[0.000,100], d[0.044,0.271], g[3.823]
Training on Epoch 32 =>: 36%|███████████████████▉ | 76/213 [00:25<00:42, 3.20it/s]
>76, c[0.000,100], d[0.041,0.035], g[4.720]
Training on Epoch 32 =>: 36%|████████████████████▏ | 77/213 [00:25<00:42, 3.22it/s]
>77, c[0.000,100], d[0.915,0.068], g[2.783]
Training on Epoch 32 =>: 37%|████████████████████▌ | 78/213 [00:25<00:42, 3.21it/s]
>78, c[0.000,100], d[0.016,0.484], g[3.128]
Training on Epoch 32 =>: 37%|████████████████████▊ | 79/213 [00:26<00:41, 3.24it/s]
>79, c[0.000,100], d[0.060,0.215], g[3.899]
Training on Epoch 32 =>: 38%|█████████████████████ | 80/213 [00:26<00:41, 3.20it/s]
>80, c[0.000,100], d[0.097,0.046], g[3.093]
Training on Epoch 32 =>: 38%|█████████████████████▎ | 81/213 [00:26<00:41, 3.19it/s]
>81, c[0.001,100], d[0.007,0.044], g[2.895]
Training on Epoch 32 =>: 38%|█████████████████████▌ | 82/213 [00:27<00:41, 3.19it/s]
>82, c[0.005,100], d[0.204,0.073], g[3.198]
Training on Epoch 32 =>: 39%|█████████████████████▊ | 83/213 [00:27<00:41, 3.17it/s]
>83, c[0.000,100], d[0.636,0.054], g[3.030]
Training on Epoch 32 =>: 39%|██████████████████████ | 84/213 [00:27<00:40, 3.17it/s]
>84, c[0.000,100], d[0.189,0.092], g[2.517]
Training on Epoch 32 =>: 40%|██████████████████████▎ | 85/213 [00:28<00:40, 3.16it/s]
>85, c[0.000,100], d[0.005,0.067], g[2.788]
Training on Epoch 32 =>: 40%|██████████████████████▌ | 86/213 [00:28<00:40, 3.17it/s]
>86, c[0.000,100], d[0.015,0.076], g[3.027]
Training on Epoch 32 =>: 41%|██████████████████████▊ | 87/213 [00:28<00:40, 3.09it/s]
>87, c[0.000,100], d[0.027,0.335], g[3.381]
Training on Epoch 32 =>: 41%|███████████████████████▏ | 88/213 [00:29<00:39, 3.14it/s]
>88, c[0.000,100], d[0.082,0.159], g[3.452]
Training on Epoch 32 =>: 42%|███████████████████████▍ | 89/213 [00:29<00:39, 3.15it/s]
>89, c[0.000,100], d[0.016,0.037], g[4.405]
Training on Epoch 32 =>: 42%|███████████████████████▋ | 90/213 [00:29<00:39, 3.14it/s]
>90, c[0.000,100], d[0.199,0.033], g[3.438]
Training on Epoch 32 =>: 43%|███████████████████████▉ | 91/213 [00:29<00:38, 3.14it/s]
>91, c[0.000,100], d[0.444,0.062], g[2.306]
Training on Epoch 32 =>: 43%|████████████████████████▏ | 92/213 [00:30<00:38, 3.15it/s]
>92, c[0.000,100], d[0.006,0.126], g[2.773]
Training on Epoch 32 =>: 44%|████████████████████████▍ | 93/213 [00:30<00:38, 3.13it/s]
>93, c[0.000,100], d[0.003,0.231], g[3.873]
Training on Epoch 32 =>: 44%|████████████████████████▋ | 94/213 [00:30<00:37, 3.18it/s]
>94, c[0.000,100], d[0.008,0.093], g[4.323]
Training on Epoch 32 =>: 45%|████████████████████████▉ | 95/213 [00:31<00:37, 3.17it/s]
>95, c[0.002,100], d[0.434,0.028], g[2.990]
Training on Epoch 32 =>: 45%|█████████████████████████▏ | 96/213 [00:31<00:36, 3.20it/s]
>96, c[0.000,100], d[0.403,0.054], g[2.669]
Training on Epoch 32 =>: 46%|█████████████████████████▌ | 97/213 [00:31<00:36, 3.21it/s]
>97, c[0.000,100], d[0.041,0.103], g[2.897]
Training on Epoch 32 =>: 46%|█████████████████████████▊ | 98/213 [00:32<00:36, 3.19it/s]
>98, c[0.000,100], d[0.217,0.178], g[2.422]
Training on Epoch 32 =>: 46%|██████████████████████████ | 99/213 [00:32<00:35, 3.18it/s]
>99, c[0.000,100], d[0.031,0.075], g[2.338]
Training on Epoch 32 =>: 47%|█████████████████████████▊ | 100/213 [00:32<00:35, 3.19it/s]
>100, c[0.000,100], d[0.209,0.765], g[2.369]
Training on Epoch 32 =>: 47%|██████████████████████████ | 101/213 [00:33<00:35, 3.18it/s]
>101, c[0.001,100], d[0.015,0.761], g[3.520]
Training on Epoch 32 =>: 48%|██████████████████████████▎ | 102/213 [00:33<00:35, 3.17it/s]
>102, c[0.000,100], d[0.128,0.052], g[4.032]
Training on Epoch 32 =>: 48%|██████████████████████████▌ | 103/213 [00:33<00:35, 3.12it/s]
>103, c[0.000,100], d[0.210,0.064], g[2.765]
Training on Epoch 32 =>: 49%|██████████████████████████▊ | 104/213 [00:34<00:34, 3.16it/s]
>104, c[0.000,100], d[0.005,0.034], g[3.992]
Training on Epoch 32 =>: 49%|███████████████████████████ | 105/213 [00:34<00:34, 3.11it/s]
>105, c[0.000,100], d[0.245,0.164], g[4.019]
Training on Epoch 32 =>: 50%|███████████████████████████▎ | 106/213 [00:34<00:34, 3.12it/s]
>106, c[0.000,100], d[0.010,0.307], g[2.914]
Training on Epoch 32 =>: 50%|███████████████████████████▋ | 107/213 [00:35<00:33, 3.16it/s]
>107, c[0.000,100], d[0.029,0.020], g[3.773]
Training on Epoch 32 =>: 51%|███████████████████████████▉ | 108/213 [00:35<00:33, 3.14it/s]
>108, c[0.000,100], d[0.360,0.040], g[3.082]
Training on Epoch 32 =>: 51%|████████████████████████████▏ | 109/213 [00:35<00:33, 3.15it/s]
>109, c[0.000,100], d[0.050,0.382], g[2.739]
Training on Epoch 32 =>: 52%|████████████████████████████▍ | 110/213 [00:36<00:33, 3.11it/s]
>110, c[0.000,100], d[0.003,0.057], g[4.228]
Training on Epoch 32 =>: 52%|████████████████████████████▋ | 111/213 [00:36<00:33, 3.04it/s]
>111, c[0.002,100], d[0.196,0.344], g[3.608]
Training on Epoch 32 =>: 53%|████████████████████████████▉ | 112/213 [00:36<00:33, 3.05it/s]
>112, c[0.000,100], d[0.008,0.068], g[4.779]
Training on Epoch 32 =>: 53%|█████████████████████████████▏ | 113/213 [00:37<00:34, 2.91it/s]
>113, c[0.000,100], d[0.180,0.093], g[3.915]
Training on Epoch 32 =>: 54%|█████████████████████████████▍ | 114/213 [00:37<00:33, 2.94it/s]
>114, c[0.000,100], d[0.004,0.277], g[4.546]
Training on Epoch 32 =>: 54%|█████████████████████████████▋ | 115/213 [00:37<00:32, 2.97it/s]
>115, c[0.000,100], d[0.691,0.032], g[3.439]
Training on Epoch 32 =>: 54%|█████████████████████████████▉ | 116/213 [00:38<00:33, 2.92it/s]
>116, c[0.000,100], d[0.027,0.053], g[3.662]
Training on Epoch 32 =>: 55%|██████████████████████████████▏ | 117/213 [00:38<00:32, 2.99it/s]
>117, c[0.001,100], d[0.237,0.046], g[3.287]
Training on Epoch 32 =>: 55%|██████████████████████████████▍ | 118/213 [00:38<00:31, 2.99it/s]
>118, c[0.000,100], d[0.059,0.080], g[2.859]
Training on Epoch 32 =>: 56%|██████████████████████████████▋ | 119/213 [00:39<00:31, 3.00it/s]
>119, c[0.001,100], d[0.585,0.054], g[2.470]
Training on Epoch 32 =>: 56%|██████████████████████████████▉ | 120/213 [00:39<00:30, 3.05it/s]
>120, c[0.002,100], d[0.016,0.060], g[3.178]
Training on Epoch 32 =>: 57%|███████████████████████████████▏ | 121/213 [00:39<00:29, 3.08it/s]
>121, c[0.000,100], d[1.077,0.314], g[2.030]
Training on Epoch 32 =>: 57%|███████████████████████████████▌ | 122/213 [00:40<00:29, 3.12it/s]
>122, c[0.000,100], d[0.004,0.117], g[2.382]
Training on Epoch 32 =>: 58%|███████████████████████████████▊ | 123/213 [00:40<00:28, 3.12it/s]
>123, c[0.000,100], d[0.131,0.081], g[2.249]
Training on Epoch 32 =>: 58%|████████████████████████████████ | 124/213 [00:40<00:28, 3.15it/s]
>124, c[0.000,100], d[0.002,0.288], g[3.990]
Training on Epoch 32 =>: 59%|████████████████████████████████▎ | 125/213 [00:40<00:28, 3.14it/s]
>125, c[0.000,100], d[0.018,0.046], g[4.148]
Training on Epoch 32 =>: 59%|████████████████████████████████▌ | 126/213 [00:41<00:27, 3.16it/s]
>126, c[0.143,83], d[0.730,0.158], g[2.981]
Training on Epoch 32 =>: 60%|████████████████████████████████▊ | 127/213 [00:41<00:27, 3.14it/s]
>127, c[0.000,100], d[0.637,0.273], g[2.078]
Training on Epoch 32 =>: 60%|█████████████████████████████████ | 128/213 [00:41<00:26, 3.15it/s]
>128, c[0.000,100], d[0.030,0.086], g[2.698]
Training on Epoch 32 =>: 61%|█████████████████████████████████▎ | 129/213 [00:42<00:27, 3.10it/s]
>129, c[0.000,100], d[0.005,0.844], g[3.010]
Training on Epoch 32 =>: 61%|█████████████████████████████████▌ | 130/213 [00:42<00:26, 3.08it/s]
>130, c[0.000,100], d[0.022,0.345], g[3.412]
Training on Epoch 32 =>: 62%|█████████████████████████████████▊ | 131/213 [00:42<00:27, 2.93it/s]
>131, c[0.207,83], d[0.210,0.207], g[4.931]
Training on Epoch 32 =>: 62%|██████████████████████████████████ | 132/213 [00:43<00:27, 2.94it/s]
>132, c[0.001,100], d[0.144,0.069], g[3.653]
Training on Epoch 32 =>: 62%|██████████████████████████████████▎ | 133/213 [00:43<00:26, 2.98it/s]
>133, c[0.000,100], d[0.347,0.021], g[3.293]
Training on Epoch 32 =>: 63%|██████████████████████████████████▌ | 134/213 [00:43<00:26, 3.02it/s]
>134, c[0.000,100], d[0.111,0.069], g[2.299]
Training on Epoch 32 =>: 63%|██████████████████████████████████▊ | 135/213 [00:44<00:25, 3.08it/s]
>135, c[0.000,100], d[0.211,0.186], g[2.356]
Training on Epoch 32 =>: 64%|███████████████████████████████████ | 136/213 [00:44<00:24, 3.12it/s]
>136, c[0.000,100], d[0.451,0.386], g[2.272]
Training on Epoch 32 =>: 64%|███████████████████████████████████▍ | 137/213 [00:44<00:24, 3.11it/s]
>137, c[0.000,100], d[0.083,0.420], g[2.141]
Training on Epoch 32 =>: 65%|███████████████████████████████████▋ | 138/213 [00:45<00:23, 3.13it/s]
>138, c[0.000,100], d[0.128,0.050], g[3.348]
Training on Epoch 32 =>: 65%|███████████████████████████████████▉ | 139/213 [00:45<00:23, 3.12it/s]
>139, c[0.000,100], d[0.001,0.288], g[3.162]
Training on Epoch 32 =>: 66%|████████████████████████████████████▏ | 140/213 [00:45<00:23, 3.12it/s]
>140, c[0.000,100], d[0.312,0.067], g[2.123]
Training on Epoch 32 =>: 66%|████████████████████████████████████▍ | 141/213 [00:46<00:22, 3.13it/s]
>141, c[0.000,100], d[0.017,0.143], g[1.523]
Training on Epoch 32 =>: 67%|████████████████████████████████████▋ | 142/213 [00:46<00:22, 3.16it/s]
>142, c[0.000,100], d[0.417,0.720], g[1.876]
Training on Epoch 32 =>: 67%|████████████████████████████████████▉ | 143/213 [00:46<00:22, 3.14it/s]
>143, c[0.000,100], d[0.191,0.443], g[3.514]
Training on Epoch 32 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:47<00:21, 3.18it/s]
>144, c[0.000,100], d[0.307,0.042], g[2.323]
Training on Epoch 32 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:47<00:21, 3.17it/s]
>145, c[0.001,100], d[0.031,0.821], g[3.138]
Training on Epoch 32 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:47<00:21, 3.15it/s]
>146, c[0.000,100], d[0.158,0.153], g[2.957]
Training on Epoch 32 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:48<00:20, 3.15it/s]
>147, c[0.000,100], d[0.193,0.081], g[3.010]
Training on Epoch 32 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:48<00:20, 3.18it/s]
>148, c[0.474,67], d[0.056,0.754], g[3.432]
Training on Epoch 32 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:48<00:20, 3.20it/s]
>149, c[0.001,100], d[0.393,0.091], g[2.802]
Training on Epoch 32 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:49<00:20, 3.12it/s]
>150, c[0.000,100], d[0.093,0.088], g[3.133]
Training on Epoch 32 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:49<00:19, 3.13it/s]
>151, c[0.001,100], d[0.001,0.130], g[3.385]
Training on Epoch 32 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:49<00:19, 3.16it/s]
>152, c[2.089,50], d[0.116,1.332], g[3.328]
Training on Epoch 32 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:49<00:18, 3.16it/s]
>153, c[0.000,100], d[0.801,0.157], g[2.570]
Training on Epoch 32 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:51<00:34, 1.70it/s]
>154, c[0.000,100], d[0.299,0.661], g[2.384]
Training on Epoch 32 =>: 73%|████████████████████████████████████████ | 155/213 [00:51<00:29, 1.95it/s]
>155, c[0.650,83], d[0.002,0.691], g[2.592]
Training on Epoch 32 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:51<00:26, 2.13it/s]
>156, c[0.000,100], d[0.111,0.168], g[2.875]
Training on Epoch 32 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:52<00:23, 2.38it/s]
>157, c[0.118,100], d[0.273,0.169], g[2.118]
Training on Epoch 32 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:52<00:21, 2.59it/s]
>158, c[0.001,100], d[0.015,0.876], g[2.859]
Training on Epoch 32 =>: 75%|█████████████████████████████████████████ | 159/213 [00:52<00:19, 2.70it/s]
>159, c[0.000,100], d[0.014,0.020], g[4.181]
Training on Epoch 32 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:53<00:18, 2.84it/s]
>160, c[0.001,100], d[0.819,0.124], g[2.196]
Training on Epoch 32 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:53<00:18, 2.80it/s]
>161, c[0.000,100], d[0.005,0.114], g[2.116]
Training on Epoch 32 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:53<00:18, 2.82it/s]
>162, c[0.000,100], d[0.052,0.133], g[2.408]
Training on Epoch 32 =>: 77%|██████████████████████████████████████████ | 163/213 [00:54<00:17, 2.92it/s]
>163, c[0.012,100], d[0.047,0.209], g[2.484]
Training on Epoch 32 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:54<00:16, 2.94it/s]
>164, c[0.000,100], d[0.029,0.050], g[2.621]
Training on Epoch 32 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:54<00:16, 2.95it/s]
>165, c[0.027,100], d[1.186,0.344], g[2.190]
Training on Epoch 32 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:55<00:16, 2.92it/s]
>166, c[0.000,100], d[0.272,0.707], g[1.931]
Training on Epoch 32 =>: 78%|███████████████████████████████████████████ | 167/213 [00:55<00:15, 2.98it/s]
>167, c[0.000,100], d[0.011,0.136], g[2.877]
Training on Epoch 32 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:55<00:14, 3.00it/s]
>168, c[0.042,100], d[0.004,0.680], g[2.067]
Training on Epoch 32 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:56<00:14, 3.06it/s]
>169, c[0.000,100], d[0.432,0.110], g[2.313]
Training on Epoch 32 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:56<00:13, 3.09it/s]
>170, c[0.000,100], d[0.093,0.142], g[2.985]
Training on Epoch 32 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:56<00:13, 3.08it/s]
>171, c[0.000,100], d[0.107,0.181], g[2.476]
Training on Epoch 32 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:57<00:13, 3.13it/s]
>172, c[0.000,100], d[0.027,0.081], g[2.012]
Training on Epoch 32 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:57<00:12, 3.18it/s]
>173, c[0.000,100], d[0.019,0.032], g[3.557]
Training on Epoch 32 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:57<00:12, 3.16it/s]
>174, c[0.000,100], d[0.165,0.709], g[3.087]
Training on Epoch 32 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:58<00:11, 3.19it/s]
>175, c[0.000,100], d[0.005,0.086], g[3.610]
Training on Epoch 32 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:58<00:11, 3.18it/s]
>176, c[0.536,83], d[0.863,0.047], g[2.839]
Training on Epoch 32 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:58<00:11, 3.18it/s]
>177, c[0.283,83], d[0.243,0.216], g[2.035]
Training on Epoch 32 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:58<00:11, 3.12it/s]
>178, c[0.000,100], d[0.067,0.597], g[2.278]
Training on Epoch 32 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:59<00:10, 3.12it/s]
>179, c[0.000,100], d[0.239,0.088], g[2.331]
Training on Epoch 32 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:59<00:10, 3.10it/s]
>180, c[0.000,100], d[0.064,0.063], g[2.145]
Training on Epoch 32 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:59<00:10, 3.10it/s]
>181, c[0.000,100], d[0.002,0.080], g[2.632]
Training on Epoch 32 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:00<00:09, 3.11it/s]
>182, c[0.002,100], d[0.010,0.150], g[2.879]
Training on Epoch 32 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:00<00:09, 3.12it/s]
>183, c[0.000,100], d[0.016,0.628], g[4.227]
Training on Epoch 32 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:00<00:09, 3.10it/s]
>184, c[0.003,100], d[0.214,0.056], g[3.542]
Training on Epoch 32 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:01<00:08, 3.16it/s]
>185, c[0.000,100], d[0.138,0.047], g[3.222]
Training on Epoch 32 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:01<00:08, 3.13it/s]
>186, c[0.000,100], d[0.028,0.112], g[2.812]
Training on Epoch 32 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:01<00:08, 3.15it/s]
>187, c[0.000,100], d[0.013,0.120], g[3.206]
Training on Epoch 32 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:02<00:08, 3.12it/s]
>188, c[0.001,100], d[0.274,0.023], g[3.155]
Training on Epoch 32 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:02<00:07, 3.15it/s]
>189, c[0.000,100], d[0.123,0.069], g[3.498]
Training on Epoch 32 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:02<00:07, 3.14it/s]
>190, c[0.000,100], d[0.119,0.060], g[2.948]
Training on Epoch 32 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:03<00:06, 3.16it/s]
>191, c[0.001,100], d[0.007,0.036], g[2.630]
Training on Epoch 32 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:03<00:06, 3.14it/s]
>192, c[0.000,100], d[0.721,0.237], g[2.698]
Training on Epoch 32 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:03<00:06, 3.16it/s]
>193, c[0.000,100], d[0.054,0.365], g[2.339]
Training on Epoch 32 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:04<00:05, 3.19it/s]
>194, c[0.000,100], d[0.008,0.053], g[2.955]
Training on Epoch 32 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:04<00:05, 3.17it/s]
>195, c[0.000,100], d[0.067,0.182], g[2.869]
Training on Epoch 32 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:04<00:05, 3.16it/s]
>196, c[0.000,100], d[0.117,0.199], g[4.049]
Training on Epoch 32 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:05<00:05, 3.18it/s]
>197, c[0.000,100], d[0.089,0.024], g[3.670]
Training on Epoch 32 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:05<00:04, 3.16it/s]
>198, c[0.428,83], d[0.029,0.033], g[3.442]
Training on Epoch 32 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:05<00:04, 3.16it/s]
>199, c[0.000,100], d[0.677,0.159], g[2.619]
Training on Epoch 32 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:05<00:04, 3.14it/s]
>200, c[0.000,100], d[0.079,0.133], g[3.242]
Training on Epoch 32 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:06<00:03, 3.14it/s]
>201, c[0.000,100], d[0.008,1.055], g[2.839]
Training on Epoch 32 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:06<00:03, 3.15it/s]
>202, c[0.000,100], d[0.006,0.061], g[4.120]
Training on Epoch 32 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:06<00:03, 3.18it/s]
>203, c[0.000,100], d[0.257,0.119], g[2.758]
Training on Epoch 32 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:07<00:02, 3.15it/s]
>204, c[0.000,100], d[0.038,0.049], g[3.360]
Training on Epoch 32 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:07<00:02, 3.14it/s]
>205, c[0.000,100], d[0.386,0.042], g[2.845]
Training on Epoch 32 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:07<00:02, 3.13it/s]
>206, c[0.000,100], d[0.013,0.946], g[2.977]
Training on Epoch 32 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:08<00:01, 3.14it/s]
>207, c[0.000,100], d[0.125,0.171], g[4.694]
Training on Epoch 32 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:08<00:01, 3.14it/s]
>208, c[0.000,100], d[0.134,0.036], g[3.648]
Training on Epoch 32 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:08<00:01, 3.15it/s]
>209, c[0.000,100], d[0.101,0.026], g[3.613]
Training on Epoch 32 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:09<00:00, 3.12it/s]
>210, c[0.004,100], d[0.649,0.076], g[2.241]
Training on Epoch 32 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:09<00:00, 3.13it/s]
>211, c[0.002,100], d[0.091,0.101], g[2.423]
Training on Epoch 32 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:09<00:00, 3.14it/s]
>212, c[0.000,100], d[0.014,0.529], g[2.602]
Training on Epoch 32 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:10<00:00, 3.04it/s]
>213, c[0.062,100], d[0.639,0.045], g[2.818]
EPOCHS =>: 64%|█████████████████████████████████████████████▍ | 32/50 [40:38<21:05, 70.33s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 33 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 33 =>: 0%|▎ | 1/213 [00:00<01:05, 3.25it/s]
>1, c[0.003,100], d[0.009,0.192], g[2.678]
Training on Epoch 33 =>: 1%|▌ | 2/213 [00:00<01:04, 3.28it/s]
>2, c[0.000,100], d[0.507,0.052], g[2.415]
Training on Epoch 33 =>: 1%|▊ | 3/213 [00:00<01:06, 3.15it/s]
>3, c[0.000,100], d[0.018,0.242], g[2.462]
Training on Epoch 33 =>: 2%|█ | 4/213 [00:01<01:06, 3.16it/s]
>4, c[0.000,100], d[0.000,0.178], g[4.146]
Training on Epoch 33 =>: 2%|█▎ | 5/213 [00:01<01:06, 3.12it/s]
>5, c[0.000,100], d[0.129,0.036], g[3.027]
Training on Epoch 33 =>: 3%|█▌ | 6/213 [00:01<01:07, 3.08it/s]
>6, c[0.000,100], d[0.035,0.067], g[2.872]
Training on Epoch 33 =>: 3%|█▊ | 7/213 [00:02<01:07, 3.07it/s]
>7, c[0.000,100], d[0.069,0.038], g[2.776]
Training on Epoch 33 =>: 4%|██▏ | 8/213 [00:02<01:05, 3.12it/s]
>8, c[0.000,100], d[0.018,0.035], g[3.141]
Training on Epoch 33 =>: 4%|██▍ | 9/213 [00:02<01:05, 3.12it/s]
>9, c[0.040,100], d[0.065,0.030], g[2.539]
Training on Epoch 33 =>: 5%|██▋ | 10/213 [00:03<01:04, 3.15it/s]
>10, c[0.000,100], d[0.000,0.047], g[3.003]
Training on Epoch 33 =>: 5%|██▉ | 11/213 [00:03<01:03, 3.17it/s]
>11, c[0.000,100], d[0.001,0.183], g[2.356]
Training on Epoch 33 =>: 6%|███▏ | 12/213 [00:03<01:03, 3.18it/s]
>12, c[0.000,100], d[0.112,0.413], g[4.468]
Training on Epoch 33 =>: 6%|███▍ | 13/213 [00:04<01:03, 3.15it/s]
>13, c[0.000,100], d[0.011,0.015], g[3.244]
Training on Epoch 33 =>: 7%|███▋ | 14/213 [00:04<01:03, 3.16it/s]
>14, c[0.001,100], d[0.026,0.018], g[3.892]
Training on Epoch 33 =>: 7%|███▉ | 15/213 [00:04<01:04, 3.07it/s]
>15, c[0.000,100], d[0.197,0.379], g[3.376]
Training on Epoch 33 =>: 8%|████▏ | 16/213 [00:05<01:04, 3.07it/s]
>16, c[0.002,100], d[0.066,0.031], g[3.137]
Training on Epoch 33 =>: 8%|████▍ | 17/213 [00:05<01:03, 3.09it/s]
>17, c[0.000,100], d[0.362,0.015], g[3.043]
Training on Epoch 33 =>: 8%|████▋ | 18/213 [00:05<01:02, 3.10it/s]
>18, c[0.022,100], d[0.007,0.157], g[3.317]
Training on Epoch 33 =>: 9%|████▉ | 19/213 [00:06<01:01, 3.15it/s]
>19, c[0.000,100], d[0.164,0.066], g[1.996]
Training on Epoch 33 =>: 9%|█████▎ | 20/213 [00:06<01:01, 3.13it/s]
>20, c[0.000,100], d[0.139,0.152], g[2.550]
Training on Epoch 33 =>: 10%|█████▌ | 21/213 [00:06<01:01, 3.11it/s]
>21, c[0.000,100], d[0.978,0.994], g[2.221]
Training on Epoch 33 =>: 10%|█████▊ | 22/213 [00:07<01:00, 3.14it/s]
>22, c[0.000,100], d[0.080,0.151], g[3.605]
Training on Epoch 33 =>: 11%|██████ | 23/213 [00:07<01:00, 3.16it/s]
>23, c[0.000,100], d[0.001,0.061], g[3.072]
Training on Epoch 33 =>: 11%|██████▎ | 24/213 [00:07<00:59, 3.19it/s]
>24, c[0.000,100], d[0.134,0.118], g[3.664]
Training on Epoch 33 =>: 12%|██████▌ | 25/213 [00:07<00:59, 3.17it/s]
>25, c[0.000,100], d[0.006,0.096], g[3.600]
Training on Epoch 33 =>: 12%|██████▊ | 26/213 [00:08<00:58, 3.18it/s]
>26, c[0.000,100], d[0.132,0.045], g[2.367]
Training on Epoch 33 =>: 13%|███████ | 27/213 [00:08<00:59, 3.14it/s]
>27, c[0.001,100], d[0.002,0.437], g[3.263]
Training on Epoch 33 =>: 13%|███████▎ | 28/213 [00:08<00:59, 3.13it/s]
>28, c[0.000,100], d[0.157,0.066], g[3.206]
Training on Epoch 33 =>: 14%|███████▌ | 29/213 [00:09<00:59, 3.10it/s]
>29, c[0.000,100], d[0.028,0.015], g[2.959]
Training on Epoch 33 =>: 14%|███████▉ | 30/213 [00:09<00:58, 3.12it/s]
>30, c[0.012,100], d[0.583,0.275], g[3.316]
Training on Epoch 33 =>: 15%|████████▏ | 31/213 [00:09<00:57, 3.17it/s]
>31, c[0.000,100], d[0.216,0.045], g[2.333]
Training on Epoch 33 =>: 15%|████████▍ | 32/213 [00:10<00:57, 3.16it/s]
>32, c[0.000,100], d[0.203,0.070], g[3.195]
Training on Epoch 33 =>: 15%|████████▋ | 33/213 [00:10<00:56, 3.19it/s]
>33, c[0.001,100], d[0.135,0.032], g[2.406]
Training on Epoch 33 =>: 16%|████████▉ | 34/213 [00:10<00:57, 3.13it/s]
>34, c[0.000,100], d[0.016,0.050], g[2.422]
Training on Epoch 33 =>: 16%|█████████▏ | 35/213 [00:11<00:56, 3.16it/s]
>35, c[0.000,100], d[0.006,0.062], g[3.029]
Training on Epoch 33 =>: 17%|█████████▍ | 36/213 [00:11<00:56, 3.15it/s]
>36, c[0.000,100], d[0.000,0.192], g[2.089]
Training on Epoch 33 =>: 17%|█████████▋ | 37/213 [00:11<00:57, 3.05it/s]
>37, c[0.000,100], d[0.237,0.041], g[2.231]
Training on Epoch 33 =>: 18%|█████████▉ | 38/213 [00:12<00:56, 3.07it/s]
>38, c[0.000,100], d[0.011,0.122], g[2.552]
Training on Epoch 33 =>: 18%|██████████▎ | 39/213 [00:12<00:57, 3.02it/s]
>39, c[0.000,100], d[0.054,0.030], g[2.810]
Training on Epoch 33 =>: 19%|██████████▌ | 40/213 [00:12<00:56, 3.05it/s]
>40, c[0.000,100], d[0.023,0.030], g[3.563]
Training on Epoch 33 =>: 19%|██████████▊ | 41/213 [00:13<00:56, 3.02it/s]
>41, c[0.000,100], d[0.506,0.483], g[1.930]
Training on Epoch 33 =>: 20%|███████████ | 42/213 [00:13<00:56, 3.04it/s]
>42, c[0.000,100], d[0.001,0.037], g[2.869]
Training on Epoch 33 =>: 20%|███████████▎ | 43/213 [00:13<00:55, 3.08it/s]
>43, c[0.000,100], d[0.488,0.104], g[2.607]
Training on Epoch 33 =>: 21%|███████████▌ | 44/213 [00:14<00:55, 3.05it/s]
>44, c[0.000,100], d[0.017,0.098], g[3.203]
Training on Epoch 33 =>: 21%|███████████▊ | 45/213 [00:14<00:54, 3.07it/s]
>45, c[0.000,100], d[0.024,0.032], g[3.365]
Training on Epoch 33 =>: 22%|████████████ | 46/213 [00:14<00:53, 3.10it/s]
>46, c[0.000,100], d[0.123,0.046], g[3.304]
Training on Epoch 33 =>: 22%|████████████▎ | 47/213 [00:15<00:52, 3.13it/s]
>47, c[0.000,100], d[0.026,0.424], g[4.311]
Training on Epoch 33 =>: 23%|████████████▌ | 48/213 [00:15<00:53, 3.09it/s]
>48, c[0.001,100], d[0.100,0.497], g[3.815]
Training on Epoch 33 =>: 23%|████████████▉ | 49/213 [00:15<00:52, 3.11it/s]
>49, c[0.216,83], d[0.054,0.180], g[3.313]
Training on Epoch 33 =>: 23%|█████████████▏ | 50/213 [00:16<00:52, 3.10it/s]
>50, c[0.000,100], d[1.252,1.359], g[3.060]
Training on Epoch 33 =>: 24%|█████████████▍ | 51/213 [00:16<00:51, 3.12it/s]
>51, c[0.000,100], d[0.195,0.480], g[3.578]
Training on Epoch 33 =>: 24%|█████████████▋ | 52/213 [00:16<00:51, 3.14it/s]
>52, c[0.000,100], d[0.024,0.098], g[3.861]
Training on Epoch 33 =>: 25%|█████████████▉ | 53/213 [00:17<00:51, 3.11it/s]
>53, c[0.000,100], d[0.562,0.054], g[2.701]
Training on Epoch 33 =>: 25%|██████████████▏ | 54/213 [00:17<00:50, 3.13it/s]
>54, c[0.001,100], d[0.347,0.301], g[2.044]
Training on Epoch 33 =>: 26%|██████████████▍ | 55/213 [00:17<00:50, 3.13it/s]
>55, c[0.000,100], d[0.069,0.199], g[2.742]
Training on Epoch 33 =>: 26%|██████████████▋ | 56/213 [00:17<00:49, 3.14it/s]
>56, c[0.001,100], d[0.001,0.282], g[3.330]
Training on Epoch 33 =>: 27%|██████████████▉ | 57/213 [00:18<00:51, 3.00it/s]
>57, c[0.000,100], d[0.293,0.054], g[2.685]
Training on Epoch 33 =>: 27%|███████████████▏ | 58/213 [00:18<00:51, 3.03it/s]
>58, c[0.000,100], d[0.015,0.048], g[3.834]
Training on Epoch 33 =>: 28%|███████████████▌ | 59/213 [00:18<00:51, 3.01it/s]
>59, c[0.000,100], d[0.013,0.026], g[3.198]
Training on Epoch 33 =>: 28%|███████████████▊ | 60/213 [00:19<00:49, 3.09it/s]
>60, c[0.000,100], d[0.033,0.179], g[3.582]
Training on Epoch 33 =>: 29%|████████████████ | 61/213 [00:19<00:48, 3.13it/s]
>61, c[0.000,100], d[0.020,0.111], g[4.104]
Training on Epoch 33 =>: 29%|████████████████▎ | 62/213 [00:19<00:49, 3.04it/s]
>62, c[0.000,100], d[0.028,0.011], g[3.540]
Training on Epoch 33 =>: 30%|████████████████▌ | 63/213 [00:20<00:49, 3.01it/s]
>63, c[0.001,100], d[0.355,0.072], g[3.374]
Training on Epoch 33 =>: 30%|████████████████▊ | 64/213 [00:20<00:48, 3.08it/s]
>64, c[0.000,100], d[0.033,0.035], g[2.718]
Training on Epoch 33 =>: 31%|█████████████████ | 65/213 [00:20<00:47, 3.10it/s]
>65, c[0.000,100], d[0.003,0.128], g[3.616]
Training on Epoch 33 =>: 31%|█████████████████▎ | 66/213 [00:21<00:47, 3.09it/s]
>66, c[0.000,100], d[0.329,0.130], g[2.506]
Training on Epoch 33 =>: 31%|█████████████████▌ | 67/213 [00:21<00:47, 3.09it/s]
>67, c[0.000,100], d[0.218,0.190], g[2.672]
Training on Epoch 33 =>: 32%|█████████████████▉ | 68/213 [00:21<00:46, 3.10it/s]
>68, c[0.000,100], d[0.005,0.061], g[2.883]
Training on Epoch 33 =>: 32%|██████████████████▏ | 69/213 [00:22<00:46, 3.10it/s]
>69, c[0.000,100], d[0.002,0.434], g[3.649]
Training on Epoch 33 =>: 33%|██████████████████▍ | 70/213 [00:22<00:46, 3.11it/s]
>70, c[0.000,100], d[0.002,0.278], g[5.408]
Training on Epoch 33 =>: 33%|██████████████████▋ | 71/213 [00:22<00:45, 3.10it/s]
>71, c[0.000,100], d[0.336,0.008], g[3.800]
Training on Epoch 33 =>: 34%|██████████████████▉ | 72/213 [00:23<00:47, 2.99it/s]
>72, c[0.000,100], d[0.007,0.016], g[2.558]
Training on Epoch 33 =>: 34%|███████████████████▏ | 73/213 [00:23<00:46, 2.99it/s]
>73, c[0.000,100], d[0.524,0.078], g[2.549]
Training on Epoch 33 =>: 35%|███████████████████▍ | 74/213 [00:23<00:47, 2.95it/s]
>74, c[0.000,100], d[0.180,0.060], g[2.171]
Training on Epoch 33 =>: 35%|███████████████████▋ | 75/213 [00:24<00:46, 2.97it/s]
>75, c[0.000,100], d[0.018,0.115], g[2.522]
Training on Epoch 33 =>: 36%|███████████████████▉ | 76/213 [00:24<00:45, 3.02it/s]
>76, c[0.000,100], d[0.047,0.100], g[2.427]
Training on Epoch 33 =>: 36%|████████████████████▏ | 77/213 [00:24<00:45, 2.96it/s]
>77, c[0.000,100], d[0.004,1.632], g[2.531]
Training on Epoch 33 =>: 37%|████████████████████▌ | 78/213 [00:25<00:47, 2.84it/s]
>78, c[0.000,100], d[0.546,0.287], g[2.511]
Training on Epoch 33 =>: 37%|████████████████████▊ | 79/213 [00:25<00:46, 2.91it/s]
>79, c[0.000,100], d[0.040,1.352], g[4.158]
Training on Epoch 33 =>: 38%|█████████████████████ | 80/213 [00:25<00:46, 2.88it/s]
>80, c[0.000,100], d[0.330,0.095], g[2.411]
Training on Epoch 33 =>: 38%|█████████████████████▎ | 81/213 [00:26<00:45, 2.89it/s]
>81, c[0.000,100], d[0.449,0.044], g[2.957]
Training on Epoch 33 =>: 38%|█████████████████████▌ | 82/213 [00:26<00:44, 2.96it/s]
>82, c[0.000,100], d[0.387,0.257], g[2.021]
Training on Epoch 33 =>: 39%|█████████████████████▊ | 83/213 [00:26<00:44, 2.94it/s]
>83, c[0.000,100], d[0.723,0.061], g[2.810]
Training on Epoch 33 =>: 39%|██████████████████████ | 84/213 [00:27<00:43, 2.99it/s]
>84, c[0.000,100], d[0.250,0.163], g[2.183]
Training on Epoch 33 =>: 40%|██████████████████████▎ | 85/213 [00:27<00:41, 3.05it/s]
>85, c[0.000,100], d[0.005,0.550], g[2.706]
Training on Epoch 33 =>: 40%|██████████████████████▌ | 86/213 [00:27<00:41, 3.07it/s]
>86, c[0.044,100], d[0.181,0.157], g[3.009]
Training on Epoch 33 =>: 41%|██████████████████████▊ | 87/213 [00:28<00:40, 3.11it/s]
>87, c[0.000,100], d[0.146,0.151], g[3.401]
Training on Epoch 33 =>: 41%|███████████████████████▏ | 88/213 [00:28<00:40, 3.11it/s]
>88, c[0.000,100], d[0.008,0.472], g[3.594]
Training on Epoch 33 =>: 42%|███████████████████████▍ | 89/213 [00:28<00:40, 3.06it/s]
>89, c[0.000,100], d[0.548,0.071], g[3.810]
Training on Epoch 33 =>: 42%|███████████████████████▋ | 90/213 [00:29<00:40, 3.06it/s]
>90, c[0.000,100], d[0.448,0.085], g[3.037]
Training on Epoch 33 =>: 43%|███████████████████████▉ | 91/213 [00:29<00:39, 3.05it/s]
>91, c[0.000,100], d[0.030,0.046], g[3.176]
Training on Epoch 33 =>: 43%|████████████████████████▏ | 92/213 [00:29<00:40, 3.02it/s]
>92, c[0.000,100], d[0.030,0.057], g[3.262]
Training on Epoch 33 =>: 44%|████████████████████████▍ | 93/213 [00:30<00:40, 2.99it/s]
>93, c[0.037,100], d[0.017,0.042], g[3.148]
Training on Epoch 33 =>: 44%|████████████████████████▋ | 94/213 [00:30<00:40, 2.95it/s]
>94, c[0.000,100], d[0.006,0.466], g[3.207]
Training on Epoch 33 =>: 45%|████████████████████████▉ | 95/213 [00:30<00:39, 2.95it/s]
>95, c[0.000,100], d[0.024,0.014], g[5.001]
Training on Epoch 33 =>: 45%|█████████████████████████▏ | 96/213 [00:31<00:41, 2.81it/s]
>96, c[0.000,100], d[0.600,0.131], g[3.880]
Training on Epoch 33 =>: 46%|█████████████████████████▌ | 97/213 [00:31<00:41, 2.78it/s]
>97, c[0.000,100], d[0.252,0.039], g[2.972]
Training on Epoch 33 =>: 46%|█████████████████████████▊ | 98/213 [00:32<00:43, 2.62it/s]
>98, c[0.000,100], d[0.000,0.519], g[3.749]
Training on Epoch 33 =>: 46%|██████████████████████████ | 99/213 [00:32<00:41, 2.76it/s]
>99, c[0.000,100], d[0.003,0.579], g[4.896]
Training on Epoch 33 =>: 47%|█████████████████████████▊ | 100/213 [00:32<00:40, 2.79it/s]
>100, c[0.000,100], d[0.384,0.013], g[2.839]
Training on Epoch 33 =>: 47%|██████████████████████████ | 101/213 [00:33<00:39, 2.83it/s]
>101, c[0.000,100], d[0.078,0.079], g[4.201]
Training on Epoch 33 =>: 48%|██████████████████████████▎ | 102/213 [00:33<00:38, 2.86it/s]
>102, c[0.000,100], d[0.042,0.570], g[5.051]
Training on Epoch 33 =>: 48%|██████████████████████████▌ | 103/213 [00:33<00:38, 2.88it/s]
>103, c[0.000,100], d[0.177,0.161], g[4.336]
Training on Epoch 33 =>: 49%|██████████████████████████▊ | 104/213 [00:34<00:37, 2.94it/s]
>104, c[0.002,100], d[0.422,0.096], g[2.976]
Training on Epoch 33 =>: 49%|███████████████████████████ | 105/213 [00:34<00:36, 2.99it/s]
>105, c[0.000,100], d[0.134,0.369], g[3.845]
Training on Epoch 33 =>: 50%|███████████████████████████▎ | 106/213 [00:34<00:36, 2.96it/s]
>106, c[0.000,100], d[0.034,0.017], g[3.928]
Training on Epoch 33 =>: 50%|███████████████████████████▋ | 107/213 [00:35<00:35, 2.97it/s]
>107, c[0.000,100], d[0.127,0.097], g[3.928]
Training on Epoch 33 =>: 51%|███████████████████████████▉ | 108/213 [00:35<00:35, 2.98it/s]
>108, c[0.000,100], d[0.050,0.014], g[4.433]
Training on Epoch 33 =>: 51%|████████████████████████████▏ | 109/213 [00:35<00:35, 2.96it/s]
>109, c[0.000,100], d[0.028,0.062], g[3.313]
Training on Epoch 33 =>: 52%|████████████████████████████▍ | 110/213 [00:36<00:33, 3.05it/s]
>110, c[0.000,100], d[0.537,0.321], g[2.324]
Training on Epoch 33 =>: 52%|████████████████████████████▋ | 111/213 [00:36<00:33, 3.03it/s]
>111, c[0.000,100], d[1.077,0.148], g[1.477]
Training on Epoch 33 =>: 53%|████████████████████████████▉ | 112/213 [00:36<00:33, 3.04it/s]
>112, c[0.000,100], d[0.482,0.287], g[3.582]
Training on Epoch 33 =>: 53%|█████████████████████████████▏ | 113/213 [00:37<00:33, 3.00it/s]
>113, c[0.000,100], d[0.000,0.143], g[2.363]
Training on Epoch 33 =>: 54%|█████████████████████████████▍ | 114/213 [00:37<00:34, 2.86it/s]
>114, c[0.000,100], d[0.013,0.203], g[1.149]
Training on Epoch 33 =>: 54%|█████████████████████████████▋ | 115/213 [00:37<00:33, 2.89it/s]
>115, c[0.000,100], d[0.007,1.538], g[2.456]
Training on Epoch 33 =>: 54%|█████████████████████████████▉ | 116/213 [00:38<00:33, 2.93it/s]
>116, c[0.000,100], d[0.221,0.070], g[2.941]
Training on Epoch 33 =>: 55%|██████████████████████████████▏ | 117/213 [00:38<00:34, 2.78it/s]
>117, c[0.000,100], d[0.100,0.323], g[3.911]
Training on Epoch 33 =>: 55%|██████████████████████████████▍ | 118/213 [00:38<00:34, 2.79it/s]
>118, c[0.000,100], d[0.350,0.060], g[4.364]
Training on Epoch 33 =>: 56%|██████████████████████████████▋ | 119/213 [00:39<00:33, 2.84it/s]
>119, c[0.000,100], d[0.073,0.139], g[2.739]
Training on Epoch 33 =>: 56%|██████████████████████████████▉ | 120/213 [00:39<00:31, 2.92it/s]
>120, c[0.000,100], d[0.062,0.156], g[3.791]
Training on Epoch 33 =>: 57%|███████████████████████████████▏ | 121/213 [00:39<00:30, 2.97it/s]
>121, c[0.000,100], d[0.033,0.107], g[3.543]
Training on Epoch 33 =>: 57%|███████████████████████████████▌ | 122/213 [00:40<00:30, 3.03it/s]
>122, c[0.000,100], d[0.055,0.017], g[4.500]
Training on Epoch 33 =>: 58%|███████████████████████████████▊ | 123/213 [00:40<00:30, 2.97it/s]
>123, c[0.000,100], d[0.027,0.053], g[3.616]
Training on Epoch 33 =>: 58%|████████████████████████████████ | 124/213 [00:40<00:30, 2.90it/s]
>124, c[0.000,100], d[0.034,0.247], g[3.483]
Training on Epoch 33 =>: 59%|████████████████████████████████▎ | 125/213 [00:41<00:29, 2.96it/s]
>125, c[0.000,100], d[0.978,0.166], g[3.804]
Training on Epoch 33 =>: 59%|████████████████████████████████▌ | 126/213 [00:41<00:29, 2.94it/s]
>126, c[0.002,100], d[0.151,0.167], g[4.564]
Training on Epoch 33 =>: 60%|████████████████████████████████▊ | 127/213 [00:41<00:29, 2.91it/s]
>127, c[0.004,100], d[0.006,0.056], g[4.415]
Training on Epoch 33 =>: 60%|█████████████████████████████████ | 128/213 [00:42<00:30, 2.79it/s]
>128, c[0.012,100], d[0.762,0.160], g[3.688]
Training on Epoch 33 =>: 61%|█████████████████████████████████▎ | 129/213 [00:42<00:29, 2.85it/s]
>129, c[0.000,100], d[0.130,0.096], g[2.611]
Training on Epoch 33 =>: 61%|█████████████████████████████████▌ | 130/213 [00:43<00:29, 2.85it/s]
>130, c[0.000,100], d[0.350,0.121], g[3.015]
Training on Epoch 33 =>: 62%|█████████████████████████████████▊ | 131/213 [00:43<00:29, 2.82it/s]
>131, c[0.000,100], d[0.031,0.078], g[3.702]
Training on Epoch 33 =>: 62%|██████████████████████████████████ | 132/213 [00:43<00:27, 2.89it/s]
>132, c[0.000,100], d[0.065,0.077], g[3.689]
Training on Epoch 33 =>: 62%|██████████████████████████████████▎ | 133/213 [00:44<00:26, 2.97it/s]
>133, c[0.000,100], d[0.048,0.123], g[3.843]
Training on Epoch 33 =>: 63%|██████████████████████████████████▌ | 134/213 [00:44<00:25, 3.05it/s]
>134, c[0.000,100], d[0.101,0.057], g[3.915]
Training on Epoch 33 =>: 63%|██████████████████████████████████▊ | 135/213 [00:44<00:25, 3.03it/s]
>135, c[0.000,100], d[0.445,0.235], g[3.166]
Training on Epoch 33 =>: 64%|███████████████████████████████████ | 136/213 [00:45<00:25, 3.05it/s]
>136, c[0.000,100], d[0.034,0.036], g[3.534]
Training on Epoch 33 =>: 64%|███████████████████████████████████▍ | 137/213 [00:45<00:24, 3.11it/s]
>137, c[0.000,100], d[0.087,0.051], g[2.892]
Training on Epoch 33 =>: 65%|███████████████████████████████████▋ | 138/213 [00:45<00:24, 3.06it/s]
>138, c[0.000,100], d[0.006,0.068], g[3.462]
Training on Epoch 33 =>: 65%|███████████████████████████████████▉ | 139/213 [00:45<00:24, 3.04it/s]
>139, c[0.000,100], d[0.144,0.249], g[3.350]
Training on Epoch 33 =>: 66%|████████████████████████████████████▏ | 140/213 [00:46<00:23, 3.06it/s]
>140, c[0.000,100], d[0.066,0.035], g[2.867]
Training on Epoch 33 =>: 66%|████████████████████████████████████▍ | 141/213 [00:46<00:23, 3.05it/s]
>141, c[0.000,100], d[0.043,0.026], g[3.998]
Training on Epoch 33 =>: 67%|████████████████████████████████████▋ | 142/213 [00:46<00:23, 2.99it/s]
>142, c[0.000,100], d[0.077,0.068], g[3.651]
Training on Epoch 33 =>: 67%|████████████████████████████████████▉ | 143/213 [00:47<00:23, 3.03it/s]
>143, c[0.000,100], d[0.190,0.155], g[2.974]
Training on Epoch 33 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:47<00:22, 3.04it/s]
>144, c[0.000,100], d[0.059,0.109], g[3.364]
Training on Epoch 33 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:47<00:22, 3.08it/s]
>145, c[0.000,100], d[0.084,0.047], g[3.604]
Training on Epoch 33 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:48<00:21, 3.06it/s]
>146, c[0.000,100], d[0.038,0.078], g[3.982]
Training on Epoch 33 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:48<00:21, 3.09it/s]
>147, c[0.000,100], d[0.106,0.348], g[4.046]
Training on Epoch 33 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:48<00:21, 3.08it/s]
>148, c[0.000,100], d[0.025,0.069], g[4.669]
Training on Epoch 33 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:49<00:20, 3.08it/s]
>149, c[0.002,100], d[0.783,0.689], g[3.384]
Training on Epoch 33 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:49<00:20, 3.06it/s]
>150, c[0.000,100], d[0.005,0.016], g[4.676]
Training on Epoch 33 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:49<00:20, 3.07it/s]
>151, c[0.000,100], d[0.275,0.051], g[3.885]
Training on Epoch 33 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:50<00:19, 3.09it/s]
>152, c[0.000,100], d[0.011,0.061], g[3.089]
Training on Epoch 33 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:50<00:19, 3.03it/s]
>153, c[0.000,100], d[0.031,0.076], g[3.896]
Training on Epoch 33 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:50<00:19, 3.03it/s]
>154, c[0.000,100], d[0.072,0.025], g[3.768]
Training on Epoch 33 =>: 73%|████████████████████████████████████████ | 155/213 [00:51<00:19, 3.02it/s]
>155, c[0.000,100], d[0.027,0.629], g[3.253]
Training on Epoch 33 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:51<00:18, 3.04it/s]
>156, c[0.000,100], d[0.218,0.182], g[3.504]
Training on Epoch 33 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:51<00:18, 3.04it/s]
>157, c[0.000,100], d[0.578,0.182], g[3.854]
Training on Epoch 33 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:52<00:18, 2.99it/s]
>158, c[0.000,100], d[0.593,0.065], g[2.690]
Training on Epoch 33 =>: 75%|█████████████████████████████████████████ | 159/213 [00:52<00:18, 2.87it/s]
>159, c[0.000,100], d[0.011,0.075], g[3.403]
Training on Epoch 33 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:52<00:17, 2.98it/s]
>160, c[0.000,100], d[0.008,0.104], g[2.750]
Training on Epoch 33 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:53<00:17, 3.04it/s]
>161, c[0.000,100], d[0.135,0.298], g[4.076]
Training on Epoch 33 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:53<00:16, 3.11it/s]
>162, c[0.008,100], d[0.079,0.181], g[3.736]
Training on Epoch 33 =>: 77%|██████████████████████████████████████████ | 163/213 [00:53<00:15, 3.15it/s]
>163, c[0.000,100], d[0.230,0.031], g[3.424]
Training on Epoch 33 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:54<00:15, 3.17it/s]
>164, c[0.000,100], d[0.056,0.063], g[2.991]
Training on Epoch 33 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:54<00:14, 3.23it/s]
>165, c[0.000,100], d[0.455,0.161], g[3.603]
Training on Epoch 33 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:54<00:14, 3.27it/s]
>166, c[0.000,100], d[0.110,0.122], g[3.288]
Training on Epoch 33 =>: 78%|███████████████████████████████████████████ | 167/213 [00:55<00:13, 3.29it/s]
>167, c[0.000,100], d[0.006,0.129], g[3.104]
Training on Epoch 33 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:55<00:15, 2.99it/s]
>168, c[0.000,100], d[0.472,0.038], g[3.384]
Training on Epoch 33 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:56<00:18, 2.37it/s]
>169, c[0.000,100], d[0.019,0.078], g[4.476]
Training on Epoch 33 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:56<00:16, 2.53it/s]
>170, c[0.000,100], d[0.003,0.042], g[2.948]
Training on Epoch 33 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:56<00:15, 2.70it/s]
>171, c[0.000,100], d[0.097,0.817], g[2.437]
Training on Epoch 33 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:57<00:15, 2.70it/s]
>172, c[0.000,100], d[0.022,0.093], g[3.713]
Training on Epoch 33 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:57<00:14, 2.82it/s]
>173, c[0.000,100], d[0.045,0.169], g[4.954]
Training on Epoch 33 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:57<00:13, 2.90it/s]
>174, c[0.000,100], d[0.233,0.052], g[4.949]
Training on Epoch 33 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:58<00:13, 2.87it/s]
>175, c[0.000,100], d[0.319,0.079], g[3.810]
Training on Epoch 33 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:58<00:12, 2.87it/s]
>176, c[0.000,100], d[0.021,0.067], g[3.262]
Training on Epoch 33 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:58<00:12, 2.91it/s]
>177, c[0.001,100], d[0.019,0.244], g[3.840]
Training on Epoch 33 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:59<00:11, 2.92it/s]
>178, c[0.000,100], d[0.002,0.074], g[4.200]
Training on Epoch 33 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:59<00:11, 2.98it/s]
>179, c[0.000,100], d[0.052,0.014], g[3.724]
Training on Epoch 33 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:59<00:11, 3.00it/s]
>180, c[0.000,100], d[0.009,0.018], g[4.146]
Training on Epoch 33 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [01:00<00:10, 2.99it/s]
>181, c[0.000,100], d[0.770,0.027], g[3.115]
Training on Epoch 33 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:00<00:10, 3.01it/s]
>182, c[0.000,100], d[0.069,0.033], g[2.956]
Training on Epoch 33 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:00<00:10, 2.99it/s]
>183, c[0.000,100], d[0.178,0.136], g[3.138]
Training on Epoch 33 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:01<00:09, 3.01it/s]
>184, c[0.000,100], d[0.006,0.062], g[2.951]
Training on Epoch 33 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:01<00:09, 2.97it/s]
>185, c[0.000,100], d[0.030,0.052], g[3.705]
Training on Epoch 33 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:01<00:09, 2.97it/s]
>186, c[0.000,100], d[0.010,0.035], g[3.553]
Training on Epoch 33 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:02<00:08, 2.95it/s]
>187, c[0.000,100], d[0.030,0.402], g[3.324]
Training on Epoch 33 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:02<00:08, 2.99it/s]
>188, c[0.000,100], d[0.232,0.034], g[4.623]
Training on Epoch 33 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:02<00:08, 2.99it/s]
>189, c[0.000,100], d[1.539,0.053], g[2.061]
Training on Epoch 33 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:03<00:07, 2.97it/s]
>190, c[0.000,100], d[0.006,0.130], g[2.631]
Training on Epoch 33 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:03<00:07, 2.93it/s]
>191, c[0.000,100], d[0.325,0.105], g[2.572]
Training on Epoch 33 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:03<00:07, 2.91it/s]
>192, c[0.000,100], d[0.016,0.241], g[2.841]
Training on Epoch 33 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:04<00:06, 2.94it/s]
>193, c[0.000,100], d[0.027,0.086], g[2.121]
Training on Epoch 33 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:04<00:06, 3.02it/s]
>194, c[0.000,100], d[0.001,0.053], g[4.217]
Training on Epoch 33 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:04<00:05, 3.03it/s]
>195, c[0.000,100], d[0.266,0.069], g[2.671]
Training on Epoch 33 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:05<00:05, 2.97it/s]
>196, c[0.000,100], d[0.050,0.529], g[3.070]
Training on Epoch 33 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:05<00:05, 3.05it/s]
>197, c[0.000,100], d[0.082,0.605], g[3.993]
Training on Epoch 33 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:05<00:04, 3.04it/s]
>198, c[0.000,100], d[0.174,0.022], g[3.882]
Training on Epoch 33 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:06<00:04, 3.05it/s]
>199, c[0.000,100], d[0.188,0.028], g[2.003]
Training on Epoch 33 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:06<00:04, 3.01it/s]
>200, c[0.000,100], d[0.038,0.069], g[2.337]
Training on Epoch 33 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:06<00:04, 2.98it/s]
>201, c[0.000,100], d[0.137,0.498], g[3.817]
Training on Epoch 33 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:07<00:03, 2.96it/s]
>202, c[0.000,100], d[0.368,0.259], g[3.253]
Training on Epoch 33 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:07<00:03, 3.02it/s]
>203, c[0.000,100], d[0.030,0.045], g[4.252]
Training on Epoch 33 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:07<00:02, 3.02it/s]
>204, c[0.000,100], d[0.166,0.217], g[3.898]
Training on Epoch 33 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:08<00:02, 3.06it/s]
>205, c[0.000,100], d[0.115,0.060], g[3.517]
Training on Epoch 33 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:08<00:02, 3.09it/s]
>206, c[0.000,100], d[0.015,0.028], g[3.935]
Training on Epoch 33 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:08<00:01, 3.10it/s]
>207, c[0.000,100], d[0.348,0.025], g[3.265]
Training on Epoch 33 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:09<00:01, 3.02it/s]
>208, c[0.000,100], d[0.083,0.122], g[3.543]
Training on Epoch 33 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:09<00:01, 3.02it/s]
>209, c[0.000,100], d[0.008,0.045], g[3.523]
Training on Epoch 33 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:09<00:00, 3.01it/s]
>210, c[0.000,100], d[0.013,0.048], g[3.621]
Training on Epoch 33 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:10<00:00, 3.02it/s]
>211, c[0.000,100], d[0.009,0.034], g[3.280]
Training on Epoch 33 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:10<00:00, 3.05it/s]
>212, c[0.065,100], d[0.075,0.153], g[5.140]
Training on Epoch 33 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:10<00:00, 3.01it/s]
>213, c[0.000,100], d[0.117,0.104], g[3.973]
EPOCHS =>: 66%|██████████████████████████████████████████████▊ | 33/50 [41:50<20:02, 70.76s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 34 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 34 =>: 0%|▎ | 1/213 [00:00<01:05, 3.25it/s]
>1, c[0.000,100], d[0.025,0.098], g[3.173]
Training on Epoch 34 =>: 1%|▌ | 2/213 [00:00<01:07, 3.11it/s]
>2, c[0.000,100], d[0.021,0.015], g[3.498]
Training on Epoch 34 =>: 1%|▊ | 3/213 [00:00<01:10, 3.00it/s]
>3, c[0.000,100], d[0.464,0.140], g[3.341]
Training on Epoch 34 =>: 2%|█ | 4/213 [00:01<01:08, 3.03it/s]
>4, c[0.000,100], d[0.075,0.027], g[4.574]
Training on Epoch 34 =>: 2%|█▎ | 5/213 [00:01<01:12, 2.85it/s]
>5, c[0.002,100], d[0.342,0.486], g[2.776]
Training on Epoch 34 =>: 3%|█▌ | 6/213 [00:02<01:13, 2.83it/s]
>6, c[0.000,100], d[0.259,0.256], g[3.188]
Training on Epoch 34 =>: 3%|█▊ | 7/213 [00:02<01:13, 2.79it/s]
>7, c[0.002,100], d[0.012,0.115], g[4.239]
Training on Epoch 34 =>: 4%|██▏ | 8/213 [00:02<01:10, 2.91it/s]
>8, c[0.000,100], d[0.053,0.110], g[4.154]
Training on Epoch 34 =>: 4%|██▍ | 9/213 [00:03<01:08, 2.98it/s]
>9, c[0.000,100], d[0.166,0.051], g[3.671]
Training on Epoch 34 =>: 5%|██▋ | 10/213 [00:03<01:09, 2.90it/s]
>10, c[0.000,100], d[0.138,0.039], g[4.395]
Training on Epoch 34 =>: 5%|██▉ | 11/213 [00:03<01:09, 2.90it/s]
>11, c[0.000,100], d[0.008,0.068], g[1.886]
Training on Epoch 34 =>: 6%|███▏ | 12/213 [00:04<01:08, 2.95it/s]
>12, c[0.011,100], d[0.002,0.110], g[4.602]
Training on Epoch 34 =>: 6%|███▍ | 13/213 [00:04<01:07, 2.97it/s]
>13, c[0.000,100], d[0.074,0.124], g[3.126]
Training on Epoch 34 =>: 7%|███▋ | 14/213 [00:04<01:07, 2.94it/s]
>14, c[0.000,100], d[0.014,0.259], g[4.633]
Training on Epoch 34 =>: 7%|███▉ | 15/213 [00:05<01:06, 3.00it/s]
>15, c[0.000,100], d[0.009,0.006], g[3.766]
Training on Epoch 34 =>: 8%|████▏ | 16/213 [00:05<01:05, 3.01it/s]
>16, c[0.001,100], d[0.016,0.016], g[6.472]
Training on Epoch 34 =>: 8%|████▍ | 17/213 [00:05<01:04, 3.02it/s]
>17, c[0.000,100], d[0.098,0.082], g[5.148]
Training on Epoch 34 =>: 8%|████▋ | 18/213 [00:06<01:05, 2.96it/s]
>18, c[0.000,100], d[0.303,0.058], g[5.121]
Training on Epoch 34 =>: 9%|████▉ | 19/213 [00:06<01:04, 3.01it/s]
>19, c[0.000,100], d[0.019,0.018], g[3.536]
Training on Epoch 34 =>: 9%|█████▎ | 20/213 [00:06<01:04, 3.01it/s]
>20, c[0.000,100], d[0.207,0.179], g[3.714]
Training on Epoch 34 =>: 10%|█████▌ | 21/213 [00:07<01:02, 3.06it/s]
>21, c[0.000,100], d[0.072,0.057], g[4.645]
Training on Epoch 34 =>: 10%|█████▊ | 22/213 [00:07<01:02, 3.08it/s]
>22, c[0.000,100], d[0.292,0.192], g[3.134]
Training on Epoch 34 =>: 11%|██████ | 23/213 [00:07<01:01, 3.10it/s]
>23, c[0.004,100], d[0.029,0.142], g[2.900]
Training on Epoch 34 =>: 11%|██████▎ | 24/213 [00:08<01:00, 3.14it/s]
>24, c[0.000,100], d[0.035,0.200], g[4.333]
Training on Epoch 34 =>: 12%|██████▌ | 25/213 [00:08<00:59, 3.18it/s]
>25, c[0.000,100], d[0.044,0.610], g[5.318]
Training on Epoch 34 =>: 12%|██████▊ | 26/213 [00:08<00:59, 3.17it/s]
>26, c[0.000,100], d[0.251,0.010], g[5.015]
Training on Epoch 34 =>: 13%|███████ | 27/213 [00:08<01:00, 3.08it/s]
>27, c[0.000,100], d[0.033,0.078], g[3.192]
Training on Epoch 34 =>: 13%|███████▎ | 28/213 [00:09<00:59, 3.10it/s]
>28, c[0.000,100], d[0.090,0.030], g[3.192]
Training on Epoch 34 =>: 14%|███████▌ | 29/213 [00:09<00:58, 3.13it/s]
>29, c[0.000,100], d[0.345,0.044], g[2.205]
Training on Epoch 34 =>: 14%|███████▉ | 30/213 [00:09<01:00, 3.04it/s]
>30, c[0.000,100], d[0.015,0.195], g[3.299]
Training on Epoch 34 =>: 15%|████████▏ | 31/213 [00:10<01:00, 3.01it/s]
>31, c[0.000,100], d[0.172,0.032], g[3.222]
Training on Epoch 34 =>: 15%|████████▍ | 32/213 [00:10<00:59, 3.07it/s]
>32, c[0.000,100], d[0.067,0.245], g[3.575]
Training on Epoch 34 =>: 15%|████████▋ | 33/213 [00:10<00:58, 3.06it/s]
>33, c[0.000,100], d[0.170,0.188], g[3.157]
Training on Epoch 34 =>: 16%|████████▉ | 34/213 [00:11<00:58, 3.05it/s]
>34, c[0.000,100], d[0.276,0.054], g[3.408]
Training on Epoch 34 =>: 16%|█████████▏ | 35/213 [00:11<00:58, 3.06it/s]
>35, c[0.000,100], d[0.003,0.046], g[3.885]
Training on Epoch 34 =>: 17%|█████████▍ | 36/213 [00:11<00:57, 3.08it/s]
>36, c[0.008,100], d[0.007,0.418], g[3.864]
Training on Epoch 34 =>: 17%|█████████▋ | 37/213 [00:12<00:56, 3.12it/s]
>37, c[0.000,100], d[0.567,0.036], g[3.803]
Training on Epoch 34 =>: 18%|█████████▉ | 38/213 [00:12<00:58, 2.99it/s]
>38, c[0.000,100], d[0.017,0.792], g[5.188]
Training on Epoch 34 =>: 18%|██████████▎ | 39/213 [00:12<00:59, 2.94it/s]
>39, c[0.000,100], d[0.647,0.025], g[3.403]
Training on Epoch 34 =>: 19%|██████████▌ | 40/213 [00:13<01:02, 2.78it/s]
>40, c[0.000,100], d[0.267,0.051], g[4.453]
Training on Epoch 34 =>: 19%|██████████▊ | 41/213 [00:13<01:04, 2.67it/s]
>41, c[0.000,100], d[0.215,0.029], g[2.498]
Training on Epoch 34 =>: 20%|███████████ | 42/213 [00:14<01:01, 2.78it/s]
>42, c[0.000,100], d[0.012,0.046], g[3.173]
Training on Epoch 34 =>: 20%|███████████▎ | 43/213 [00:14<00:59, 2.86it/s]
>43, c[0.000,100], d[0.234,0.192], g[4.171]
Training on Epoch 34 =>: 21%|███████████▌ | 44/213 [00:14<00:57, 2.94it/s]
>44, c[0.000,100], d[0.005,0.021], g[2.746]
Training on Epoch 34 =>: 21%|███████████▊ | 45/213 [00:15<00:55, 3.03it/s]
>45, c[0.000,100], d[0.079,0.040], g[2.582]
Training on Epoch 34 =>: 22%|████████████ | 46/213 [00:15<00:53, 3.12it/s]
>46, c[0.000,100], d[0.025,0.279], g[3.030]
Training on Epoch 34 =>: 22%|████████████▎ | 47/213 [00:15<00:52, 3.18it/s]
>47, c[0.000,100], d[0.107,0.181], g[4.060]
Training on Epoch 34 =>: 23%|████████████▌ | 48/213 [00:16<00:55, 2.96it/s]
>48, c[0.000,100], d[0.279,0.313], g[5.311]
Training on Epoch 34 =>: 23%|████████████▉ | 49/213 [00:16<00:53, 3.05it/s]
>49, c[0.000,100], d[0.876,0.023], g[2.553]
Training on Epoch 34 =>: 23%|█████████████▏ | 50/213 [00:16<00:52, 3.12it/s]
>50, c[0.000,100], d[0.005,0.197], g[3.745]
Training on Epoch 34 =>: 24%|█████████████▍ | 51/213 [00:16<00:52, 3.11it/s]
>51, c[0.000,100], d[0.003,0.592], g[5.736]
Training on Epoch 34 =>: 24%|█████████████▋ | 52/213 [00:17<00:51, 3.14it/s]
>52, c[0.000,100], d[0.134,0.104], g[5.233]
Training on Epoch 34 =>: 25%|█████████████▉ | 53/213 [00:17<00:50, 3.17it/s]
>53, c[0.000,100], d[0.832,0.074], g[4.125]
Training on Epoch 34 =>: 25%|██████████████▏ | 54/213 [00:17<00:49, 3.22it/s]
>54, c[0.000,100], d[0.021,0.090], g[4.699]
Training on Epoch 34 =>: 26%|██████████████▍ | 55/213 [00:18<00:49, 3.18it/s]
>55, c[0.000,100], d[0.587,0.296], g[4.682]
Training on Epoch 34 =>: 26%|██████████████▋ | 56/213 [00:18<00:49, 3.20it/s]
>56, c[0.000,100], d[0.199,0.085], g[4.100]
Training on Epoch 34 =>: 27%|██████████████▉ | 57/213 [00:18<00:50, 3.11it/s]
>57, c[0.000,100], d[0.023,0.031], g[3.620]
Training on Epoch 34 =>: 27%|███████████████▏ | 58/213 [00:19<00:49, 3.13it/s]
>58, c[0.000,100], d[0.504,0.031], g[3.783]
Training on Epoch 34 =>: 28%|███████████████▌ | 59/213 [00:19<00:49, 3.12it/s]
>59, c[0.000,100], d[0.034,0.084], g[3.284]
Training on Epoch 34 =>: 28%|███████████████▊ | 60/213 [00:19<00:48, 3.13it/s]
>60, c[0.000,100], d[0.261,0.247], g[3.085]
Training on Epoch 34 =>: 29%|████████████████ | 61/213 [00:20<00:48, 3.17it/s]
>61, c[0.000,100], d[0.361,0.434], g[2.486]
Training on Epoch 34 =>: 29%|████████████████▎ | 62/213 [00:20<00:46, 3.22it/s]
>62, c[0.000,100], d[0.088,0.067], g[2.501]
Training on Epoch 34 =>: 30%|████████████████▌ | 63/213 [00:20<00:46, 3.24it/s]
>63, c[0.000,100], d[0.027,0.169], g[3.746]
Training on Epoch 34 =>: 30%|████████████████▊ | 64/213 [00:21<00:46, 3.19it/s]
>64, c[0.000,100], d[0.295,0.333], g[3.525]
Training on Epoch 34 =>: 31%|█████████████████ | 65/213 [00:21<00:46, 3.21it/s]
>65, c[0.000,100], d[0.010,0.026], g[3.403]
Training on Epoch 34 =>: 31%|█████████████████▎ | 66/213 [00:21<00:45, 3.22it/s]
>66, c[0.000,100], d[0.457,0.026], g[2.478]
Training on Epoch 34 =>: 31%|█████████████████▌ | 67/213 [00:21<00:45, 3.19it/s]
>67, c[0.000,100], d[0.001,0.141], g[3.010]
Training on Epoch 34 =>: 32%|█████████████████▉ | 68/213 [00:22<00:44, 3.22it/s]
>68, c[0.000,100], d[0.032,0.068], g[3.179]
Training on Epoch 34 =>: 32%|██████████████████▏ | 69/213 [00:22<00:45, 3.18it/s]
>69, c[0.000,100], d[0.004,0.095], g[3.934]
Training on Epoch 34 =>: 33%|██████████████████▍ | 70/213 [00:22<00:44, 3.23it/s]
>70, c[0.000,100], d[0.009,0.033], g[2.428]
Training on Epoch 34 =>: 33%|██████████████████▋ | 71/213 [00:23<00:43, 3.26it/s]
>71, c[0.000,100], d[0.001,0.318], g[3.369]
Training on Epoch 34 =>: 34%|██████████████████▉ | 72/213 [00:23<00:43, 3.26it/s]
>72, c[0.000,100], d[0.072,0.541], g[3.290]
Training on Epoch 34 =>: 34%|███████████████████▏ | 73/213 [00:23<00:45, 3.10it/s]
>73, c[0.000,100], d[0.565,0.045], g[5.873]
Training on Epoch 34 =>: 35%|███████████████████▍ | 74/213 [00:24<00:44, 3.15it/s]
>74, c[0.000,100], d[0.125,0.021], g[3.369]
Training on Epoch 34 =>: 35%|███████████████████▋ | 75/213 [00:24<00:43, 3.20it/s]
>75, c[0.000,100], d[0.001,0.113], g[2.805]
Training on Epoch 34 =>: 36%|███████████████████▉ | 76/213 [00:24<00:42, 3.21it/s]
>76, c[0.000,100], d[0.008,0.293], g[3.716]
Training on Epoch 34 =>: 36%|████████████████████▏ | 77/213 [00:25<00:42, 3.22it/s]
>77, c[0.000,100], d[0.150,0.358], g[5.512]
Training on Epoch 34 =>: 37%|████████████████████▌ | 78/213 [00:25<00:41, 3.26it/s]
>78, c[0.000,100], d[0.078,0.328], g[3.787]
Training on Epoch 34 =>: 37%|████████████████████▊ | 79/213 [00:25<00:41, 3.24it/s]
>79, c[0.000,100], d[0.028,0.062], g[4.739]
Training on Epoch 34 =>: 38%|█████████████████████ | 80/213 [00:26<00:41, 3.22it/s]
>80, c[0.000,100], d[0.915,0.007], g[4.550]
Training on Epoch 34 =>: 38%|█████████████████████▎ | 81/213 [00:26<00:41, 3.14it/s]
>81, c[0.000,100], d[0.034,0.034], g[3.892]
Training on Epoch 34 =>: 38%|█████████████████████▌ | 82/213 [00:26<00:42, 3.12it/s]
>82, c[0.000,100], d[0.039,0.016], g[3.702]
Training on Epoch 34 =>: 39%|█████████████████████▊ | 83/213 [00:27<00:41, 3.10it/s]
>83, c[0.000,100], d[0.034,0.020], g[3.159]
Training on Epoch 34 =>: 39%|██████████████████████ | 84/213 [00:27<00:41, 3.13it/s]
>84, c[0.000,100], d[0.162,0.175], g[2.814]
Training on Epoch 34 =>: 40%|██████████████████████▎ | 85/213 [00:27<00:40, 3.15it/s]
>85, c[0.000,100], d[0.213,0.044], g[2.444]
Training on Epoch 34 =>: 40%|██████████████████████▌ | 86/213 [00:27<00:39, 3.18it/s]
>86, c[0.000,100], d[0.072,0.110], g[2.160]
Training on Epoch 34 =>: 41%|██████████████████████▊ | 87/213 [00:28<00:38, 3.24it/s]
>87, c[0.010,100], d[0.025,0.085], g[5.623]
Training on Epoch 34 =>: 41%|███████████████████████▏ | 88/213 [00:28<00:37, 3.29it/s]
>88, c[0.000,100], d[0.010,0.735], g[2.937]
Training on Epoch 34 =>: 42%|███████████████████████▍ | 89/213 [00:28<00:37, 3.31it/s]
>89, c[0.000,100], d[1.174,0.052], g[5.527]
Training on Epoch 34 =>: 42%|███████████████████████▋ | 90/213 [00:29<00:37, 3.32it/s]
>90, c[0.000,100], d[0.065,0.070], g[2.602]
Training on Epoch 34 =>: 43%|███████████████████████▉ | 91/213 [00:29<00:36, 3.35it/s]
>91, c[0.000,100], d[0.400,0.126], g[2.834]
Training on Epoch 34 =>: 43%|████████████████████████▏ | 92/213 [00:29<00:36, 3.33it/s]
>92, c[0.000,100], d[0.206,0.083], g[3.375]
Training on Epoch 34 =>: 44%|████████████████████████▍ | 93/213 [00:30<00:35, 3.35it/s]
>93, c[0.000,100], d[0.043,0.188], g[3.071]
Training on Epoch 34 =>: 44%|████████████████████████▋ | 94/213 [00:30<00:35, 3.37it/s]
>94, c[0.000,100], d[0.059,0.093], g[3.549]
Training on Epoch 34 =>: 45%|████████████████████████▉ | 95/213 [00:30<00:35, 3.36it/s]
>95, c[0.000,100], d[0.004,0.785], g[4.162]
Training on Epoch 34 =>: 45%|█████████████████████████▏ | 96/213 [00:30<00:34, 3.37it/s]
>96, c[0.000,100], d[0.011,0.152], g[4.840]
Training on Epoch 34 =>: 46%|█████████████████████████▌ | 97/213 [00:31<00:34, 3.35it/s]
>97, c[0.000,100], d[0.430,0.009], g[4.258]
Training on Epoch 34 =>: 46%|█████████████████████████▊ | 98/213 [00:31<00:34, 3.37it/s]
>98, c[0.000,100], d[0.297,0.208], g[2.622]
Training on Epoch 34 =>: 46%|██████████████████████████ | 99/213 [00:31<00:33, 3.37it/s]
>99, c[0.000,100], d[0.003,0.092], g[3.931]
Training on Epoch 34 =>: 47%|█████████████████████████▊ | 100/213 [00:32<00:33, 3.34it/s]
>100, c[0.000,100], d[0.045,0.097], g[4.778]
Training on Epoch 34 =>: 47%|██████████████████████████ | 101/213 [00:32<00:33, 3.35it/s]
>101, c[0.000,100], d[0.066,0.190], g[5.110]
Training on Epoch 34 =>: 48%|██████████████████████████▎ | 102/213 [00:32<00:32, 3.39it/s]
>102, c[0.000,100], d[0.023,0.079], g[3.561]
Training on Epoch 34 =>: 48%|██████████████████████████▌ | 103/213 [00:32<00:32, 3.35it/s]
>103, c[0.000,100], d[0.047,0.008], g[3.632]
Training on Epoch 34 =>: 49%|██████████████████████████▊ | 104/213 [00:33<00:32, 3.36it/s]
>104, c[0.000,100], d[0.043,0.011], g[3.439]
Training on Epoch 34 =>: 49%|███████████████████████████ | 105/213 [00:33<00:32, 3.35it/s]
>105, c[0.000,100], d[0.669,0.082], g[4.179]
Training on Epoch 34 =>: 50%|███████████████████████████▎ | 106/213 [00:33<00:31, 3.37it/s]
>106, c[0.000,100], d[0.379,0.275], g[2.770]
Training on Epoch 34 =>: 50%|███████████████████████████▋ | 107/213 [00:34<00:32, 3.23it/s]
>107, c[0.000,100], d[0.132,0.402], g[3.176]
Training on Epoch 34 =>: 51%|███████████████████████████▉ | 108/213 [00:34<00:32, 3.21it/s]
>108, c[0.000,100], d[0.007,0.086], g[4.662]
Training on Epoch 34 =>: 51%|████████████████████████████▏ | 109/213 [00:34<00:32, 3.21it/s]
>109, c[0.000,100], d[0.009,0.004], g[5.240]
Training on Epoch 34 =>: 52%|████████████████████████████▍ | 110/213 [00:35<00:32, 3.21it/s]
>110, c[0.000,100], d[0.425,0.388], g[2.570]
Training on Epoch 34 =>: 52%|████████████████████████████▋ | 111/213 [00:35<00:31, 3.27it/s]
>111, c[0.000,100], d[0.029,0.011], g[4.450]
Training on Epoch 34 =>: 53%|████████████████████████████▉ | 112/213 [00:35<00:30, 3.31it/s]
>112, c[0.000,100], d[0.145,0.027], g[3.608]
Training on Epoch 34 =>: 53%|█████████████████████████████▏ | 113/213 [00:36<00:30, 3.26it/s]
>113, c[0.000,100], d[0.008,0.331], g[4.782]
Training on Epoch 34 =>: 54%|█████████████████████████████▍ | 114/213 [00:36<00:32, 3.05it/s]
>114, c[0.000,100], d[0.197,0.017], g[4.697]
Training on Epoch 34 =>: 54%|█████████████████████████████▋ | 115/213 [00:36<00:32, 3.04it/s]
>115, c[0.000,100], d[0.055,0.168], g[4.456]
Training on Epoch 34 =>: 54%|█████████████████████████████▉ | 116/213 [00:37<00:31, 3.05it/s]
>116, c[0.000,100], d[0.367,0.242], g[3.580]
Training on Epoch 34 =>: 55%|██████████████████████████████▏ | 117/213 [00:37<00:30, 3.10it/s]
>117, c[0.000,100], d[0.134,0.024], g[3.423]
Training on Epoch 34 =>: 55%|██████████████████████████████▍ | 118/213 [00:37<00:30, 3.07it/s]
>118, c[0.000,100], d[0.313,0.242], g[3.776]
Training on Epoch 34 =>: 56%|██████████████████████████████▋ | 119/213 [00:38<00:30, 3.07it/s]
>119, c[0.000,100], d[0.012,0.341], g[3.812]
Training on Epoch 34 =>: 56%|██████████████████████████████▉ | 120/213 [00:38<00:29, 3.11it/s]
>120, c[0.000,100], d[0.093,0.343], g[3.432]
Training on Epoch 34 =>: 57%|███████████████████████████████▏ | 121/213 [00:38<00:30, 3.06it/s]
>121, c[0.000,100], d[0.019,0.019], g[5.322]
Training on Epoch 34 =>: 57%|███████████████████████████████▌ | 122/213 [00:39<00:29, 3.03it/s]
>122, c[0.000,100], d[0.523,0.018], g[3.116]
Training on Epoch 34 =>: 58%|███████████████████████████████▊ | 123/213 [00:39<00:33, 2.71it/s]
>123, c[0.000,100], d[0.151,0.097], g[3.622]
Training on Epoch 34 =>: 58%|████████████████████████████████ | 124/213 [00:40<00:40, 2.19it/s]
>124, c[0.000,100], d[0.002,0.126], g[2.730]
Training on Epoch 34 =>: 59%|████████████████████████████████▎ | 125/213 [00:40<00:45, 1.92it/s]
>125, c[0.000,100], d[0.083,0.085], g[2.946]
Training on Epoch 34 =>: 59%|████████████████████████████████▌ | 126/213 [00:41<00:40, 2.13it/s]
>126, c[0.000,100], d[0.016,0.654], g[3.946]
Training on Epoch 34 =>: 60%|████████████████████████████████▊ | 127/213 [00:41<00:39, 2.19it/s]
>127, c[0.000,100], d[0.516,0.253], g[4.276]
Training on Epoch 34 =>: 60%|█████████████████████████████████ | 128/213 [00:41<00:35, 2.36it/s]
>128, c[0.000,100], d[0.922,0.048], g[3.392]
Training on Epoch 34 =>: 61%|█████████████████████████████████▎ | 129/213 [00:42<00:33, 2.53it/s]
>129, c[0.000,100], d[0.008,0.048], g[3.983]
Training on Epoch 34 =>: 61%|█████████████████████████████████▌ | 130/213 [00:42<00:30, 2.70it/s]
>130, c[0.000,100], d[0.187,0.091], g[2.969]
Training on Epoch 34 =>: 62%|█████████████████████████████████▊ | 131/213 [00:42<00:29, 2.82it/s]
>131, c[0.000,100], d[0.147,0.095], g[3.157]
Training on Epoch 34 =>: 62%|██████████████████████████████████ | 132/213 [00:43<00:28, 2.89it/s]
>132, c[0.000,100], d[0.096,0.038], g[2.935]
Training on Epoch 34 =>: 62%|██████████████████████████████████▎ | 133/213 [00:43<00:27, 2.96it/s]
>133, c[0.000,100], d[0.039,0.054], g[2.907]
Training on Epoch 34 =>: 63%|██████████████████████████████████▌ | 134/213 [00:43<00:25, 3.04it/s]
>134, c[0.000,100], d[0.002,0.453], g[3.994]
Training on Epoch 34 =>: 63%|██████████████████████████████████▊ | 135/213 [00:44<00:25, 3.07it/s]
>135, c[0.000,100], d[0.009,0.243], g[3.899]
Training on Epoch 34 =>: 64%|███████████████████████████████████ | 136/213 [00:44<00:24, 3.11it/s]
>136, c[0.000,100], d[0.149,0.297], g[4.092]
Training on Epoch 34 =>: 64%|███████████████████████████████████▍ | 137/213 [00:44<00:24, 3.16it/s]
>137, c[0.000,100], d[0.072,0.214], g[4.841]
Training on Epoch 34 =>: 65%|███████████████████████████████████▋ | 138/213 [00:45<00:23, 3.17it/s]
>138, c[0.000,100], d[0.418,0.541], g[4.153]
Training on Epoch 34 =>: 65%|███████████████████████████████████▉ | 139/213 [00:45<00:23, 3.15it/s]
>139, c[0.000,100], d[0.363,0.027], g[4.918]
Training on Epoch 34 =>: 66%|████████████████████████████████████▏ | 140/213 [00:45<00:23, 3.16it/s]
>140, c[0.000,100], d[0.010,0.280], g[5.094]
Training on Epoch 34 =>: 66%|████████████████████████████████████▍ | 141/213 [00:46<00:22, 3.14it/s]
>141, c[0.000,100], d[0.199,0.014], g[3.850]
Training on Epoch 34 =>: 67%|████████████████████████████████████▋ | 142/213 [00:46<00:22, 3.14it/s]
>142, c[0.000,100], d[0.255,0.021], g[4.075]
Training on Epoch 34 =>: 67%|████████████████████████████████████▉ | 143/213 [00:46<00:22, 3.15it/s]
>143, c[0.000,100], d[0.011,0.041], g[2.981]
Training on Epoch 34 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:47<00:21, 3.17it/s]
>144, c[0.000,100], d[0.144,0.704], g[3.756]
Training on Epoch 34 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:47<00:21, 3.18it/s]
>145, c[0.004,100], d[0.170,0.042], g[4.115]
Training on Epoch 34 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:47<00:21, 3.14it/s]
>146, c[0.000,100], d[0.046,0.343], g[2.379]
Training on Epoch 34 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:47<00:20, 3.16it/s]
>147, c[0.000,100], d[0.072,0.030], g[3.648]
Training on Epoch 34 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:48<00:20, 3.14it/s]
>148, c[0.000,100], d[0.050,0.018], g[3.569]
Training on Epoch 34 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:48<00:20, 3.11it/s]
>149, c[0.000,100], d[1.051,0.107], g[3.487]
Training on Epoch 34 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:48<00:20, 3.13it/s]
>150, c[0.000,100], d[0.026,0.115], g[3.009]
Training on Epoch 34 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:49<00:19, 3.15it/s]
>151, c[0.000,100], d[0.005,0.144], g[3.664]
Training on Epoch 34 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:49<00:19, 3.10it/s]
>152, c[0.000,100], d[0.047,0.327], g[3.628]
Training on Epoch 34 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:49<00:19, 3.07it/s]
>153, c[0.000,100], d[0.255,0.429], g[3.466]
Training on Epoch 34 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:50<00:24, 2.40it/s]
>154, c[0.000,100], d[0.044,0.076], g[3.437]
Training on Epoch 34 =>: 73%|████████████████████████████████████████ | 155/213 [00:51<00:28, 2.06it/s]
>155, c[0.000,100], d[0.169,0.046], g[4.219]
Training on Epoch 34 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:51<00:26, 2.14it/s]
>156, c[0.000,100], d[0.019,0.049], g[3.570]
Training on Epoch 34 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:51<00:23, 2.36it/s]
>157, c[0.000,100], d[0.030,0.026], g[4.453]
Training on Epoch 34 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:52<00:21, 2.56it/s]
>158, c[0.000,100], d[0.009,0.029], g[3.872]
Training on Epoch 34 =>: 75%|█████████████████████████████████████████ | 159/213 [00:52<00:20, 2.69it/s]
>159, c[0.000,100], d[0.010,0.064], g[4.191]
Training on Epoch 34 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:52<00:19, 2.77it/s]
>160, c[0.000,100], d[0.016,0.038], g[4.225]
Training on Epoch 34 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:53<00:18, 2.86it/s]
>161, c[0.000,100], d[0.136,0.102], g[3.711]
Training on Epoch 34 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:53<00:17, 2.94it/s]
>162, c[0.000,100], d[0.051,0.025], g[3.783]
Training on Epoch 34 =>: 77%|██████████████████████████████████████████ | 163/213 [00:53<00:16, 2.99it/s]
>163, c[0.001,100], d[0.096,0.023], g[3.390]
Training on Epoch 34 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:54<00:16, 2.98it/s]
>164, c[0.001,100], d[0.038,0.093], g[3.219]
Training on Epoch 34 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:54<00:16, 2.98it/s]
>165, c[0.000,100], d[0.011,0.027], g[2.990]
Training on Epoch 34 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:54<00:15, 3.06it/s]
>166, c[0.000,100], d[0.047,0.061], g[3.949]
Training on Epoch 34 =>: 78%|███████████████████████████████████████████ | 167/213 [00:55<00:15, 3.06it/s]
>167, c[0.000,100], d[0.061,0.141], g[3.638]
Training on Epoch 34 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:55<00:14, 3.06it/s]
>168, c[0.000,100], d[0.015,0.008], g[4.999]
Training on Epoch 34 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:55<00:14, 3.08it/s]
>169, c[0.000,100], d[0.000,0.133], g[4.303]
Training on Epoch 34 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:56<00:13, 3.10it/s]
>170, c[0.000,100], d[0.009,0.042], g[4.431]
Training on Epoch 34 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:56<00:13, 3.13it/s]
>171, c[0.000,100], d[0.205,0.019], g[4.106]
Training on Epoch 34 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:56<00:13, 3.13it/s]
>172, c[0.000,100], d[0.042,0.024], g[3.540]
Training on Epoch 34 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:57<00:14, 2.85it/s]
>173, c[0.000,100], d[0.010,0.069], g[3.870]
Training on Epoch 34 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:57<00:13, 2.89it/s]
>174, c[0.000,100], d[0.001,0.135], g[4.621]
Training on Epoch 34 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:57<00:12, 2.98it/s]
>175, c[0.000,100], d[0.253,0.027], g[3.054]
Training on Epoch 34 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:58<00:12, 2.99it/s]
>176, c[0.000,100], d[0.001,0.149], g[4.292]
Training on Epoch 34 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:58<00:12, 2.99it/s]
>177, c[0.000,100], d[0.032,0.027], g[4.150]
Training on Epoch 34 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:58<00:11, 3.01it/s]
>178, c[0.000,100], d[0.370,0.391], g[3.170]
Training on Epoch 34 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:59<00:11, 3.05it/s]
>179, c[0.000,100], d[0.043,0.252], g[4.471]
Training on Epoch 34 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:59<00:10, 3.09it/s]
>180, c[0.000,100], d[0.007,0.419], g[5.764]
Training on Epoch 34 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:59<00:10, 3.11it/s]
>181, c[0.000,100], d[0.059,0.024], g[5.641]
Training on Epoch 34 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:00<00:09, 3.15it/s]
>182, c[0.000,100], d[0.300,0.005], g[3.919]
Training on Epoch 34 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:00<00:09, 3.19it/s]
>183, c[0.000,100], d[0.636,0.019], g[3.832]
Training on Epoch 34 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:00<00:09, 3.17it/s]
>184, c[0.000,100], d[0.001,0.038], g[3.452]
Training on Epoch 34 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:01<00:08, 3.15it/s]
>185, c[0.000,100], d[0.006,0.029], g[4.565]
Training on Epoch 34 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:01<00:08, 3.11it/s]
>186, c[0.000,100], d[0.007,0.014], g[3.241]
Training on Epoch 34 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:01<00:08, 3.13it/s]
>187, c[0.001,100], d[0.053,0.129], g[3.309]
Training on Epoch 34 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:02<00:08, 3.10it/s]
>188, c[0.000,100], d[0.023,0.012], g[5.136]
Training on Epoch 34 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:02<00:07, 3.12it/s]
>189, c[0.000,100], d[0.285,0.037], g[2.898]
Training on Epoch 34 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:02<00:07, 3.07it/s]
>190, c[0.000,100], d[0.003,0.238], g[4.131]
Training on Epoch 34 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:03<00:07, 3.10it/s]
>191, c[0.000,100], d[0.004,0.024], g[5.043]
Training on Epoch 34 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:03<00:06, 3.12it/s]
>192, c[0.000,100], d[0.001,0.023], g[4.473]
Training on Epoch 34 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:03<00:06, 3.16it/s]
>193, c[0.000,100], d[0.005,0.355], g[4.600]
Training on Epoch 34 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:03<00:05, 3.17it/s]
>194, c[0.000,100], d[0.031,0.126], g[5.485]
Training on Epoch 34 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:04<00:05, 3.14it/s]
>195, c[0.000,100], d[0.725,0.091], g[2.900]
Training on Epoch 34 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:04<00:05, 3.15it/s]
>196, c[0.000,100], d[0.012,0.167], g[3.901]
Training on Epoch 34 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:04<00:05, 3.13it/s]
>197, c[0.000,100], d[0.211,0.145], g[3.837]
Training on Epoch 34 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:05<00:04, 3.11it/s]
>198, c[0.000,100], d[0.291,0.595], g[2.074]
Training on Epoch 34 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:05<00:04, 3.07it/s]
>199, c[0.000,100], d[0.196,0.368], g[4.050]
Training on Epoch 34 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:05<00:04, 3.06it/s]
>200, c[0.000,100], d[0.061,0.567], g[4.436]
Training on Epoch 34 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:06<00:03, 3.07it/s]
>201, c[0.000,100], d[0.615,0.015], g[3.664]
Training on Epoch 34 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:06<00:03, 3.10it/s]
>202, c[0.000,100], d[0.015,0.045], g[3.859]
Training on Epoch 34 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:06<00:03, 3.11it/s]
>203, c[0.000,100], d[0.021,0.024], g[4.584]
Training on Epoch 34 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:07<00:02, 3.13it/s]
>204, c[0.000,100], d[0.037,0.045], g[3.176]
Training on Epoch 34 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:07<00:02, 3.12it/s]
>205, c[0.000,100], d[0.455,0.475], g[4.391]
Training on Epoch 34 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:07<00:02, 3.07it/s]
>206, c[0.000,100], d[0.150,0.259], g[3.815]
Training on Epoch 34 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:08<00:01, 3.06it/s]
>207, c[0.000,100], d[0.002,0.120], g[4.371]
Training on Epoch 34 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:08<00:01, 3.02it/s]
>208, c[0.000,100], d[0.138,0.020], g[3.601]
Training on Epoch 34 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:08<00:01, 2.98it/s]
>209, c[0.000,100], d[0.074,0.192], g[4.026]
Training on Epoch 34 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:09<00:00, 3.11it/s]
>210, c[0.000,100], d[0.034,0.069], g[4.631]
Training on Epoch 34 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:09<00:00, 3.13it/s]
>211, c[0.000,100], d[0.369,0.148], g[4.248]
Training on Epoch 34 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:09<00:00, 3.19it/s]
>212, c[0.000,100], d[0.211,0.426], g[3.820]
Training on Epoch 34 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:10<00:00, 3.04it/s]
>213, c[0.000,100], d[0.271,0.123], g[4.090]
EPOCHS =>: 68%|████████████████████████████████████████████████▎ | 34/50 [43:01<18:53, 70.83s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 35 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 35 =>: 0%|▎ | 1/213 [00:00<01:06, 3.21it/s]
>1, c[0.000,100], d[0.009,0.548], g[3.823]
Training on Epoch 35 =>: 1%|▌ | 2/213 [00:00<01:05, 3.23it/s]
>2, c[0.001,100], d[0.378,0.036], g[5.331]
Training on Epoch 35 =>: 1%|▊ | 3/213 [00:00<01:05, 3.22it/s]
>3, c[0.000,100], d[0.463,0.040], g[4.076]
Training on Epoch 35 =>: 2%|█ | 4/213 [00:01<01:06, 3.14it/s]
>4, c[0.000,100], d[0.028,0.051], g[3.205]
Training on Epoch 35 =>: 2%|█▎ | 5/213 [00:01<01:05, 3.18it/s]
>5, c[0.000,100], d[0.066,0.059], g[3.145]
Training on Epoch 35 =>: 3%|█▌ | 6/213 [00:01<01:05, 3.16it/s]
>6, c[0.000,100], d[0.031,0.262], g[3.913]
Training on Epoch 35 =>: 3%|█▊ | 7/213 [00:02<01:04, 3.22it/s]
>7, c[0.000,100], d[0.001,0.029], g[4.005]
Training on Epoch 35 =>: 4%|██▏ | 8/213 [00:02<01:02, 3.27it/s]
>8, c[0.000,100], d[0.057,0.018], g[4.017]
Training on Epoch 35 =>: 4%|██▍ | 9/213 [00:02<01:03, 3.21it/s]
>9, c[0.000,100], d[0.009,0.014], g[3.570]
Training on Epoch 35 =>: 5%|██▋ | 10/213 [00:03<01:03, 3.20it/s]
>10, c[0.000,100], d[0.069,0.951], g[5.228]
Training on Epoch 35 =>: 5%|██▉ | 11/213 [00:03<01:05, 3.10it/s]
>11, c[0.000,100], d[0.064,0.062], g[4.697]
Training on Epoch 35 =>: 6%|███▏ | 12/213 [00:03<01:03, 3.17it/s]
>12, c[0.000,100], d[0.137,0.041], g[3.808]
Training on Epoch 35 =>: 6%|███▍ | 13/213 [00:04<01:02, 3.21it/s]
>13, c[0.000,100], d[0.006,0.092], g[4.318]
Training on Epoch 35 =>: 7%|███▋ | 14/213 [00:04<01:01, 3.26it/s]
>14, c[0.000,100], d[0.975,0.018], g[2.872]
Training on Epoch 35 =>: 7%|███▉ | 15/213 [00:04<01:00, 3.26it/s]
>15, c[0.002,100], d[0.007,0.030], g[3.321]
Training on Epoch 35 =>: 8%|████▏ | 16/213 [00:04<01:00, 3.27it/s]
>16, c[0.000,100], d[0.115,0.052], g[3.381]
Training on Epoch 35 =>: 8%|████▍ | 17/213 [00:05<00:59, 3.29it/s]
>17, c[0.000,100], d[0.029,0.064], g[2.862]
Training on Epoch 35 =>: 8%|████▋ | 18/213 [00:05<00:59, 3.30it/s]
>18, c[0.000,100], d[0.005,0.089], g[4.078]
Training on Epoch 35 =>: 9%|████▉ | 19/213 [00:05<00:58, 3.34it/s]
>19, c[0.000,100], d[0.021,0.324], g[4.322]
Training on Epoch 35 =>: 9%|█████▎ | 20/213 [00:06<00:57, 3.34it/s]
>20, c[0.000,100], d[0.541,0.792], g[4.654]
Training on Epoch 35 =>: 10%|█████▌ | 21/213 [00:06<00:57, 3.35it/s]
>21, c[0.000,100], d[0.358,0.016], g[3.406]
Training on Epoch 35 =>: 10%|█████▊ | 22/213 [00:06<00:57, 3.35it/s]
>22, c[0.000,100], d[0.004,0.102], g[3.792]
Training on Epoch 35 =>: 11%|██████ | 23/213 [00:07<00:56, 3.34it/s]
>23, c[0.000,100], d[0.499,0.029], g[3.496]
Training on Epoch 35 =>: 11%|██████▎ | 24/213 [00:07<00:56, 3.33it/s]
>24, c[0.000,100], d[0.079,0.121], g[3.019]
Training on Epoch 35 =>: 12%|██████▌ | 25/213 [00:07<00:55, 3.36it/s]
>25, c[0.000,100], d[0.083,0.303], g[3.490]
Training on Epoch 35 =>: 12%|██████▊ | 26/213 [00:07<00:55, 3.37it/s]
>26, c[0.001,100], d[0.076,0.314], g[4.340]
Training on Epoch 35 =>: 13%|███████ | 27/213 [00:08<00:55, 3.33it/s]
>27, c[0.000,100], d[0.177,0.058], g[4.979]
Training on Epoch 35 =>: 13%|███████▎ | 28/213 [00:08<00:55, 3.35it/s]
>28, c[0.000,100], d[0.008,0.056], g[4.645]
Training on Epoch 35 =>: 14%|███████▌ | 29/213 [00:08<00:54, 3.36it/s]
>29, c[0.000,100], d[0.071,0.018], g[5.078]
Training on Epoch 35 =>: 14%|███████▉ | 30/213 [00:09<00:54, 3.38it/s]
>30, c[0.000,100], d[0.240,0.024], g[4.399]
Training on Epoch 35 =>: 15%|████████▏ | 31/213 [00:09<00:54, 3.37it/s]
>31, c[0.000,100], d[0.249,0.013], g[3.792]
Training on Epoch 35 =>: 15%|████████▍ | 32/213 [00:09<00:54, 3.34it/s]
>32, c[0.000,100], d[0.052,0.045], g[3.121]
Training on Epoch 35 =>: 15%|████████▋ | 33/213 [00:10<00:54, 3.33it/s]
>33, c[0.000,100], d[0.265,0.143], g[4.206]
Training on Epoch 35 =>: 16%|████████▉ | 34/213 [00:10<00:53, 3.34it/s]
>34, c[0.000,100], d[0.004,0.171], g[3.063]
Training on Epoch 35 =>: 16%|█████████▏ | 35/213 [00:10<00:52, 3.37it/s]
>35, c[0.000,100], d[0.222,0.034], g[4.306]
Training on Epoch 35 =>: 17%|█████████▍ | 36/213 [00:10<00:52, 3.36it/s]
>36, c[0.000,100], d[0.002,0.029], g[3.657]
Training on Epoch 35 =>: 17%|█████████▋ | 37/213 [00:11<00:51, 3.39it/s]
>37, c[0.000,100], d[0.047,0.059], g[3.803]
Training on Epoch 35 =>: 18%|█████████▉ | 38/213 [00:11<00:51, 3.40it/s]
>38, c[0.000,100], d[0.006,0.062], g[4.004]
Training on Epoch 35 =>: 18%|██████████▎ | 39/213 [00:11<00:51, 3.40it/s]
>39, c[0.000,100], d[0.018,0.060], g[3.525]
Training on Epoch 35 =>: 19%|██████████▌ | 40/213 [00:12<00:51, 3.38it/s]
>40, c[0.000,100], d[0.011,0.023], g[4.029]
Training on Epoch 35 =>: 19%|██████████▊ | 41/213 [00:12<00:51, 3.35it/s]
>41, c[0.000,100], d[0.007,0.403], g[5.472]
Training on Epoch 35 =>: 20%|███████████ | 42/213 [00:12<00:50, 3.39it/s]
>42, c[0.000,100], d[0.003,0.007], g[4.248]
Training on Epoch 35 =>: 20%|███████████▎ | 43/213 [00:13<00:50, 3.35it/s]
>43, c[0.000,100], d[0.066,0.009], g[2.858]
Training on Epoch 35 =>: 21%|███████████▌ | 44/213 [00:13<00:50, 3.32it/s]
>44, c[0.000,100], d[0.065,0.014], g[5.167]
Training on Epoch 35 =>: 21%|███████████▊ | 45/213 [00:13<00:50, 3.31it/s]
>45, c[0.000,100], d[0.005,0.007], g[4.704]
Training on Epoch 35 =>: 22%|████████████ | 46/213 [00:13<00:50, 3.32it/s]
>46, c[0.000,100], d[0.014,0.018], g[3.522]
Training on Epoch 35 =>: 22%|████████████▎ | 47/213 [00:14<00:51, 3.23it/s]
>47, c[0.000,100], d[0.000,0.176], g[5.313]
Training on Epoch 35 =>: 23%|████████████▌ | 48/213 [00:14<00:50, 3.25it/s]
>48, c[0.000,100], d[0.009,0.562], g[5.301]
Training on Epoch 35 =>: 23%|████████████▉ | 49/213 [00:14<00:50, 3.25it/s]
>49, c[0.000,100], d[0.044,0.049], g[5.661]
Training on Epoch 35 =>: 23%|█████████████▏ | 50/213 [00:15<00:49, 3.30it/s]
>50, c[0.000,100], d[0.023,0.004], g[6.363]
Training on Epoch 35 =>: 24%|█████████████▍ | 51/213 [00:15<00:49, 3.30it/s]
>51, c[0.000,100], d[0.487,0.010], g[3.673]
Training on Epoch 35 =>: 24%|█████████████▋ | 52/213 [00:15<00:48, 3.32it/s]
>52, c[0.000,100], d[0.108,0.038], g[4.840]
Training on Epoch 35 =>: 25%|█████████████▉ | 53/213 [00:16<00:48, 3.33it/s]
>53, c[0.000,100], d[0.003,0.010], g[4.254]
Training on Epoch 35 =>: 25%|██████████████▏ | 54/213 [00:16<00:48, 3.30it/s]
>54, c[0.000,100], d[0.971,0.239], g[2.178]
Training on Epoch 35 =>: 26%|██████████████▍ | 55/213 [00:16<00:48, 3.29it/s]
>55, c[0.000,100], d[0.004,0.080], g[2.784]
Training on Epoch 35 =>: 26%|██████████████▋ | 56/213 [00:16<00:47, 3.32it/s]
>56, c[0.000,100], d[0.024,0.029], g[3.082]
Training on Epoch 35 =>: 27%|██████████████▉ | 57/213 [00:17<00:46, 3.32it/s]
>57, c[0.000,100], d[0.038,0.211], g[4.072]
Training on Epoch 35 =>: 27%|███████████████▏ | 58/213 [00:17<00:46, 3.34it/s]
>58, c[0.000,100], d[0.088,0.103], g[2.716]
Training on Epoch 35 =>: 28%|███████████████▌ | 59/213 [00:17<00:45, 3.37it/s]
>59, c[0.000,100], d[0.016,0.016], g[4.312]
Training on Epoch 35 =>: 28%|███████████████▊ | 60/213 [00:18<00:45, 3.36it/s]
>60, c[0.000,100], d[0.005,0.203], g[5.376]
Training on Epoch 35 =>: 29%|████████████████ | 61/213 [00:18<00:45, 3.37it/s]
>61, c[0.000,100], d[0.070,0.009], g[5.259]
Training on Epoch 35 =>: 29%|████████████████▎ | 62/213 [00:18<00:45, 3.32it/s]
>62, c[0.000,100], d[0.047,0.017], g[4.530]
Training on Epoch 35 =>: 30%|████████████████▌ | 63/213 [00:19<00:45, 3.32it/s]
>63, c[0.000,100], d[0.317,0.016], g[3.693]
Training on Epoch 35 =>: 30%|████████████████▊ | 64/213 [00:19<00:44, 3.34it/s]
>64, c[0.000,100], d[0.008,0.475], g[3.971]
Training on Epoch 35 =>: 31%|█████████████████ | 65/213 [00:19<00:44, 3.34it/s]
>65, c[0.006,100], d[0.102,0.022], g[4.301]
Training on Epoch 35 =>: 31%|█████████████████▎ | 66/213 [00:19<00:44, 3.29it/s]
>66, c[0.000,100], d[0.006,0.025], g[3.823]
Training on Epoch 35 =>: 31%|█████████████████▌ | 67/213 [00:20<00:44, 3.30it/s]
>67, c[0.000,100], d[0.170,0.027], g[2.647]
Training on Epoch 35 =>: 32%|█████████████████▉ | 68/213 [00:20<00:43, 3.35it/s]
>68, c[0.000,100], d[0.001,0.047], g[3.028]
Training on Epoch 35 =>: 32%|██████████████████▏ | 69/213 [00:20<00:42, 3.36it/s]
>69, c[0.000,100], d[0.038,0.042], g[2.936]
Training on Epoch 35 =>: 33%|██████████████████▍ | 70/213 [00:21<00:42, 3.35it/s]
>70, c[0.000,100], d[0.011,0.374], g[4.603]
Training on Epoch 35 =>: 33%|██████████████████▋ | 71/213 [00:21<00:41, 3.39it/s]
>71, c[0.000,100], d[0.015,0.011], g[4.278]
Training on Epoch 35 =>: 34%|██████████████████▉ | 72/213 [00:21<00:41, 3.42it/s]
>72, c[0.000,100], d[0.020,0.013], g[5.531]
Training on Epoch 35 =>: 34%|███████████████████▏ | 73/213 [00:22<00:41, 3.39it/s]
>73, c[0.000,100], d[0.011,0.140], g[4.637]
Training on Epoch 35 =>: 35%|███████████████████▍ | 74/213 [00:22<00:40, 3.42it/s]
>74, c[0.001,100], d[0.019,0.006], g[5.366]
Training on Epoch 35 =>: 35%|███████████████████▋ | 75/213 [00:22<00:40, 3.43it/s]
>75, c[0.000,100], d[0.042,0.030], g[5.482]
Training on Epoch 35 =>: 36%|███████████████████▉ | 76/213 [00:22<00:40, 3.36it/s]
>76, c[0.000,100], d[0.012,0.020], g[4.806]
Training on Epoch 35 =>: 36%|████████████████████▏ | 77/213 [00:23<00:40, 3.36it/s]
>77, c[0.000,100], d[0.035,0.021], g[5.134]
Training on Epoch 35 =>: 37%|████████████████████▌ | 78/213 [00:23<00:40, 3.35it/s]
>78, c[0.000,100], d[0.060,0.008], g[5.254]
Training on Epoch 35 =>: 37%|████████████████████▊ | 79/213 [00:23<00:39, 3.36it/s]
>79, c[0.000,100], d[0.116,0.057], g[4.943]
Training on Epoch 35 =>: 38%|█████████████████████ | 80/213 [00:24<00:39, 3.37it/s]
>80, c[0.000,100], d[0.003,0.036], g[4.302]
Training on Epoch 35 =>: 38%|█████████████████████▎ | 81/213 [00:24<00:39, 3.33it/s]
>81, c[0.000,100], d[0.005,0.025], g[4.474]
Training on Epoch 35 =>: 38%|█████████████████████▌ | 82/213 [00:24<00:39, 3.32it/s]
>82, c[0.000,100], d[1.171,0.093], g[3.021]
Training on Epoch 35 =>: 39%|█████████████████████▊ | 83/213 [00:25<00:39, 3.33it/s]
>83, c[0.000,100], d[0.048,0.020], g[3.269]
Training on Epoch 35 =>: 39%|██████████████████████ | 84/213 [00:25<00:38, 3.34it/s]
>84, c[0.000,100], d[0.004,0.525], g[3.701]
Training on Epoch 35 =>: 40%|██████████████████████▎ | 85/213 [00:25<00:37, 3.38it/s]
>85, c[0.000,100], d[0.082,0.020], g[3.265]
Training on Epoch 35 =>: 40%|██████████████████████▌ | 86/213 [00:25<00:37, 3.35it/s]
>86, c[0.000,100], d[0.057,0.105], g[5.486]
Training on Epoch 35 =>: 41%|██████████████████████▊ | 87/213 [00:26<00:37, 3.36it/s]
>87, c[0.000,100], d[0.018,0.192], g[4.344]
Training on Epoch 35 =>: 41%|███████████████████████▏ | 88/213 [00:26<00:36, 3.38it/s]
>88, c[0.000,100], d[0.016,0.012], g[5.147]
Training on Epoch 35 =>: 42%|███████████████████████▍ | 89/213 [00:26<00:36, 3.38it/s]
>89, c[0.000,100], d[0.124,0.037], g[3.557]
Training on Epoch 35 =>: 42%|███████████████████████▋ | 90/213 [00:27<00:36, 3.34it/s]
>90, c[0.000,100], d[0.117,0.021], g[5.077]
Training on Epoch 35 =>: 43%|███████████████████████▉ | 91/213 [00:27<00:36, 3.34it/s]
>91, c[0.000,100], d[0.008,0.015], g[4.714]
Training on Epoch 35 =>: 43%|████████████████████████▏ | 92/213 [00:27<00:35, 3.37it/s]
>92, c[0.000,100], d[0.003,0.099], g[4.825]
Training on Epoch 35 =>: 44%|████████████████████████▍ | 93/213 [00:27<00:35, 3.36it/s]
>93, c[0.000,100], d[0.601,0.172], g[3.638]
Training on Epoch 35 =>: 44%|████████████████████████▋ | 94/213 [00:28<00:35, 3.37it/s]
>94, c[0.000,100], d[0.087,0.047], g[3.923]
Training on Epoch 35 =>: 45%|████████████████████████▉ | 95/213 [00:28<00:35, 3.37it/s]
>95, c[0.000,100], d[0.015,0.074], g[3.037]
Training on Epoch 35 =>: 45%|█████████████████████████▏ | 96/213 [00:28<00:34, 3.39it/s]
>96, c[0.000,100], d[0.097,0.046], g[3.203]
Training on Epoch 35 =>: 46%|█████████████████████████▌ | 97/213 [00:29<00:34, 3.39it/s]
>97, c[0.000,100], d[0.004,0.174], g[4.634]
Training on Epoch 35 =>: 46%|█████████████████████████▊ | 98/213 [00:29<00:34, 3.36it/s]
>98, c[0.000,100], d[0.005,0.037], g[5.455]
Training on Epoch 35 =>: 46%|██████████████████████████ | 99/213 [00:29<00:33, 3.38it/s]
>99, c[0.000,100], d[0.083,0.210], g[5.141]
Training on Epoch 35 =>: 47%|█████████████████████████▊ | 100/213 [00:30<00:33, 3.37it/s]
>100, c[0.000,100], d[0.526,0.025], g[3.431]
Training on Epoch 35 =>: 47%|██████████████████████████ | 101/213 [00:30<00:33, 3.32it/s]
>101, c[0.000,100], d[0.035,0.142], g[3.732]
Training on Epoch 35 =>: 48%|██████████████████████████▎ | 102/213 [00:30<00:33, 3.28it/s]
>102, c[0.000,100], d[0.054,0.053], g[3.423]
Training on Epoch 35 =>: 48%|██████████████████████████▌ | 103/213 [00:30<00:33, 3.26it/s]
>103, c[0.000,100], d[0.010,0.027], g[4.430]
Training on Epoch 35 =>: 49%|██████████████████████████▊ | 104/213 [00:31<00:33, 3.27it/s]
>104, c[0.000,100], d[0.012,0.020], g[4.284]
Training on Epoch 35 =>: 49%|███████████████████████████ | 105/213 [00:31<00:33, 3.27it/s]
>105, c[0.000,100], d[0.001,0.052], g[4.741]
Training on Epoch 35 =>: 50%|███████████████████████████▎ | 106/213 [00:31<00:32, 3.27it/s]
>106, c[0.000,100], d[0.006,0.009], g[4.785]
Training on Epoch 35 =>: 50%|███████████████████████████▋ | 107/213 [00:32<00:32, 3.22it/s]
>107, c[0.000,100], d[0.034,0.163], g[5.105]
Training on Epoch 35 =>: 51%|███████████████████████████▉ | 108/213 [00:32<00:32, 3.25it/s]
>108, c[0.000,100], d[0.008,0.025], g[5.079]
Training on Epoch 35 =>: 51%|████████████████████████████▏ | 109/213 [00:32<00:31, 3.29it/s]
>109, c[0.000,100], d[0.023,0.004], g[6.424]
Training on Epoch 35 =>: 52%|████████████████████████████▍ | 110/213 [00:33<00:32, 3.18it/s]
>110, c[0.000,100], d[0.156,0.021], g[3.968]
Training on Epoch 35 =>: 52%|████████████████████████████▋ | 111/213 [00:33<00:32, 3.18it/s]
>111, c[0.000,100], d[0.003,0.016], g[4.966]
Training on Epoch 35 =>: 53%|████████████████████████████▉ | 112/213 [00:33<00:31, 3.20it/s]
>112, c[0.000,100], d[0.001,0.006], g[4.341]
Training on Epoch 35 =>: 53%|█████████████████████████████▏ | 113/213 [00:34<00:30, 3.23it/s]
>113, c[0.000,100], d[0.009,0.045], g[4.172]
Training on Epoch 35 =>: 54%|█████████████████████████████▍ | 114/213 [00:34<00:30, 3.26it/s]
>114, c[0.000,100], d[0.075,0.026], g[5.430]
Training on Epoch 35 =>: 54%|█████████████████████████████▋ | 115/213 [00:34<00:30, 3.26it/s]
>115, c[0.000,100], d[0.508,0.034], g[3.579]
Training on Epoch 35 =>: 54%|█████████████████████████████▉ | 116/213 [00:35<00:31, 3.10it/s]
>116, c[0.000,100], d[0.002,0.101], g[4.527]
Training on Epoch 35 =>: 55%|██████████████████████████████▏ | 117/213 [00:35<00:32, 2.98it/s]
>117, c[0.000,100], d[0.045,0.071], g[3.661]
Training on Epoch 35 =>: 55%|██████████████████████████████▍ | 118/213 [00:35<00:31, 2.98it/s]
>118, c[0.000,100], d[0.254,0.508], g[3.956]
Training on Epoch 35 =>: 56%|██████████████████████████████▋ | 119/213 [00:36<00:30, 3.04it/s]
>119, c[0.000,100], d[0.006,0.009], g[4.019]
Training on Epoch 35 =>: 56%|██████████████████████████████▉ | 120/213 [00:36<00:30, 3.03it/s]
>120, c[0.000,100], d[0.144,0.110], g[3.812]
Training on Epoch 35 =>: 57%|███████████████████████████████▏ | 121/213 [00:36<00:29, 3.08it/s]
>121, c[0.000,100], d[0.462,0.232], g[2.964]
Training on Epoch 35 =>: 57%|███████████████████████████████▌ | 122/213 [00:37<00:29, 3.11it/s]
>122, c[0.000,100], d[0.024,0.038], g[5.169]
Training on Epoch 35 =>: 58%|███████████████████████████████▊ | 123/213 [00:37<00:28, 3.14it/s]
>123, c[0.000,100], d[0.080,0.050], g[4.073]
Training on Epoch 35 =>: 58%|████████████████████████████████ | 124/213 [00:37<00:28, 3.10it/s]
>124, c[0.000,100], d[0.004,0.028], g[4.024]
Training on Epoch 35 =>: 59%|████████████████████████████████▎ | 125/213 [00:38<00:28, 3.07it/s]
>125, c[0.000,100], d[0.025,0.012], g[4.445]
Training on Epoch 35 =>: 59%|████████████████████████████████▌ | 126/213 [00:38<00:27, 3.11it/s]
>126, c[0.000,100], d[0.552,0.041], g[3.848]
Training on Epoch 35 =>: 60%|████████████████████████████████▊ | 127/213 [00:38<00:27, 3.07it/s]
>127, c[0.000,100], d[0.002,0.055], g[2.573]
Training on Epoch 35 =>: 60%|█████████████████████████████████ | 128/213 [00:38<00:27, 3.10it/s]
>128, c[0.000,100], d[0.012,0.069], g[3.188]
Training on Epoch 35 =>: 61%|█████████████████████████████████▎ | 129/213 [00:39<00:26, 3.12it/s]
>129, c[0.000,100], d[0.005,0.433], g[4.393]
Training on Epoch 35 =>: 61%|█████████████████████████████████▌ | 130/213 [00:39<00:26, 3.14it/s]
>130, c[0.000,100], d[0.763,0.030], g[3.508]
Training on Epoch 35 =>: 62%|█████████████████████████████████▊ | 131/213 [00:39<00:26, 3.13it/s]
>131, c[0.000,100], d[0.005,0.079], g[3.566]
Training on Epoch 35 =>: 62%|██████████████████████████████████ | 132/213 [00:40<00:25, 3.14it/s]
>132, c[0.000,100], d[0.007,0.016], g[2.577]
Training on Epoch 35 =>: 62%|██████████████████████████████████▎ | 133/213 [00:40<00:25, 3.14it/s]
>133, c[0.000,100], d[0.002,0.039], g[3.577]
Training on Epoch 35 =>: 63%|██████████████████████████████████▌ | 134/213 [00:40<00:25, 3.04it/s]
>134, c[0.000,100], d[0.002,0.228], g[4.105]
Training on Epoch 35 =>: 63%|██████████████████████████████████▊ | 135/213 [00:41<00:27, 2.80it/s]
>135, c[0.000,100], d[0.505,0.088], g[4.675]
Training on Epoch 35 =>: 64%|███████████████████████████████████ | 136/213 [00:41<00:26, 2.89it/s]
>136, c[0.000,100], d[0.009,0.032], g[4.179]
Training on Epoch 35 =>: 64%|███████████████████████████████████▍ | 137/213 [00:41<00:26, 2.90it/s]
>137, c[0.000,100], d[0.271,0.045], g[4.255]
Training on Epoch 35 =>: 65%|███████████████████████████████████▋ | 138/213 [00:42<00:25, 2.96it/s]
>138, c[0.000,100], d[0.006,0.367], g[4.747]
Training on Epoch 35 =>: 65%|███████████████████████████████████▉ | 139/213 [00:42<00:24, 2.97it/s]
>139, c[0.000,100], d[0.026,0.032], g[4.387]
Training on Epoch 35 =>: 66%|████████████████████████████████████▏ | 140/213 [00:42<00:24, 3.02it/s]
>140, c[0.000,100], d[0.008,0.011], g[4.465]
Training on Epoch 35 =>: 66%|████████████████████████████████████▍ | 141/213 [00:43<00:23, 3.06it/s]
>141, c[0.000,100], d[0.023,0.025], g[4.479]
Training on Epoch 35 =>: 67%|████████████████████████████████████▋ | 142/213 [00:43<00:23, 3.05it/s]
>142, c[0.000,100], d[0.016,0.035], g[4.007]
Training on Epoch 35 =>: 67%|████████████████████████████████████▉ | 143/213 [00:43<00:23, 2.93it/s]
>143, c[0.000,100], d[0.006,0.012], g[4.261]
Training on Epoch 35 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:44<00:24, 2.76it/s]
>144, c[0.001,100], d[0.194,0.030], g[4.057]
Training on Epoch 35 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:44<00:23, 2.87it/s]
>145, c[0.000,100], d[0.013,0.439], g[3.799]
Training on Epoch 35 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:45<00:22, 2.94it/s]
>146, c[0.001,100], d[0.028,0.017], g[4.305]
Training on Epoch 35 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:45<00:22, 2.97it/s]
>147, c[0.000,100], d[0.199,0.029], g[5.399]
Training on Epoch 35 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:45<00:21, 2.99it/s]
>148, c[0.000,100], d[0.020,0.004], g[5.039]
Training on Epoch 35 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:46<00:22, 2.85it/s]
>149, c[0.000,100], d[0.005,0.009], g[6.262]
Training on Epoch 35 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:46<00:22, 2.82it/s]
>150, c[0.000,100], d[0.713,0.358], g[5.302]
Training on Epoch 35 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:46<00:22, 2.72it/s]
>151, c[0.000,100], d[0.164,0.078], g[5.870]
Training on Epoch 35 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:47<00:22, 2.75it/s]
>152, c[0.000,100], d[0.062,0.010], g[6.389]
Training on Epoch 35 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:47<00:22, 2.71it/s]
>153, c[0.000,100], d[0.003,0.031], g[4.861]
Training on Epoch 35 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:47<00:22, 2.68it/s]
>154, c[0.000,100], d[0.172,0.019], g[4.474]
Training on Epoch 35 =>: 73%|████████████████████████████████████████ | 155/213 [00:48<00:20, 2.83it/s]
>155, c[0.000,100], d[0.060,0.075], g[4.512]
Training on Epoch 35 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:48<00:19, 2.94it/s]
>156, c[0.000,100], d[0.025,0.009], g[4.817]
Training on Epoch 35 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:48<00:18, 2.98it/s]
>157, c[0.000,100], d[0.089,0.061], g[3.955]
Training on Epoch 35 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:49<00:18, 3.01it/s]
>158, c[0.000,100], d[0.001,0.042], g[3.535]
Training on Epoch 35 =>: 75%|█████████████████████████████████████████ | 159/213 [00:49<00:17, 3.01it/s]
>159, c[0.000,100], d[0.004,0.012], g[3.937]
Training on Epoch 35 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:49<00:17, 3.06it/s]
>160, c[0.000,100], d[0.096,0.140], g[3.801]
Training on Epoch 35 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:50<00:16, 3.08it/s]
>161, c[0.000,100], d[0.003,0.051], g[4.259]
Training on Epoch 35 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:50<00:17, 2.94it/s]
>162, c[0.000,100], d[0.018,0.040], g[5.143]
Training on Epoch 35 =>: 77%|██████████████████████████████████████████ | 163/213 [00:50<00:16, 2.98it/s]
>163, c[0.000,100], d[0.003,0.009], g[4.733]
Training on Epoch 35 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:51<00:16, 3.04it/s]
>164, c[0.000,100], d[0.469,0.023], g[4.346]
Training on Epoch 35 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:51<00:16, 2.86it/s]
>165, c[0.000,100], d[0.107,0.602], g[4.560]
Training on Epoch 35 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:51<00:16, 2.84it/s]
>166, c[0.013,100], d[0.024,0.057], g[3.580]
Training on Epoch 35 =>: 78%|███████████████████████████████████████████ | 167/213 [00:52<00:17, 2.69it/s]
>167, c[0.000,100], d[0.107,0.131], g[3.054]
Training on Epoch 35 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:52<00:16, 2.68it/s]
>168, c[0.000,100], d[0.008,0.622], g[6.082]
Training on Epoch 35 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:53<00:15, 2.75it/s]
>169, c[0.000,100], d[0.012,0.003], g[5.502]
Training on Epoch 35 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:53<00:15, 2.86it/s]
>170, c[0.000,100], d[0.407,0.022], g[4.881]
Training on Epoch 35 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:53<00:14, 2.88it/s]
>171, c[0.000,100], d[0.081,0.020], g[3.465]
Training on Epoch 35 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:54<00:14, 2.86it/s]
>172, c[0.000,100], d[0.037,0.017], g[4.917]
Training on Epoch 35 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:54<00:13, 2.87it/s]
>173, c[0.000,100], d[0.083,0.797], g[4.407]
Training on Epoch 35 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:54<00:13, 2.91it/s]
>174, c[0.000,100], d[0.032,0.601], g[6.487]
Training on Epoch 35 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:55<00:12, 2.95it/s]
>175, c[0.000,100], d[0.088,0.004], g[6.255]
Training on Epoch 35 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:55<00:12, 3.00it/s]
>176, c[0.000,100], d[0.529,0.004], g[4.599]
Training on Epoch 35 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:55<00:12, 3.00it/s]
>177, c[0.000,100], d[0.002,0.011], g[4.923]
Training on Epoch 35 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:56<00:12, 2.88it/s]
>178, c[0.000,100], d[0.448,0.067], g[4.366]
Training on Epoch 35 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:56<00:11, 2.84it/s]
>179, c[0.000,100], d[0.025,0.033], g[3.555]
Training on Epoch 35 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:56<00:11, 2.88it/s]
>180, c[0.000,100], d[0.016,0.029], g[2.740]
Training on Epoch 35 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:57<00:11, 2.91it/s]
>181, c[0.000,100], d[0.020,0.439], g[3.342]
Training on Epoch 35 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:57<00:10, 2.94it/s]
>182, c[0.000,100], d[0.009,0.009], g[5.733]
Training on Epoch 35 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:57<00:09, 3.04it/s]
>183, c[0.000,100], d[0.020,0.007], g[5.687]
Training on Epoch 35 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:58<00:09, 3.09it/s]
>184, c[0.000,100], d[0.345,0.008], g[4.201]
Training on Epoch 35 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:58<00:08, 3.11it/s]
>185, c[0.000,100], d[0.000,0.117], g[5.309]
Training on Epoch 35 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:58<00:08, 3.09it/s]
>186, c[0.000,100], d[0.326,0.021], g[3.409]
Training on Epoch 35 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:59<00:08, 3.08it/s]
>187, c[0.000,100], d[0.020,0.101], g[3.844]
Training on Epoch 35 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:59<00:08, 3.03it/s]
>188, c[0.000,100], d[0.021,0.103], g[3.851]
Training on Epoch 35 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:59<00:07, 3.06it/s]
>189, c[0.000,100], d[0.220,0.042], g[3.360]
Training on Epoch 35 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:00<00:07, 3.11it/s]
>190, c[0.000,100], d[0.005,0.021], g[3.759]
Training on Epoch 35 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:00<00:07, 3.13it/s]
>191, c[0.000,100], d[0.003,0.140], g[3.478]
Training on Epoch 35 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:00<00:06, 3.17it/s]
>192, c[0.000,100], d[0.559,0.078], g[4.416]
Training on Epoch 35 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:01<00:06, 3.19it/s]
>193, c[0.000,100], d[0.003,0.063], g[4.067]
Training on Epoch 35 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:01<00:06, 3.16it/s]
>194, c[0.000,100], d[0.019,0.250], g[3.774]
Training on Epoch 35 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:01<00:05, 3.16it/s]
>195, c[0.000,100], d[0.162,0.106], g[4.207]
Training on Epoch 35 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:01<00:05, 3.15it/s]
>196, c[0.000,100], d[0.089,0.039], g[3.285]
Training on Epoch 35 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:02<00:05, 3.12it/s]
>197, c[0.000,100], d[0.043,0.084], g[3.686]
Training on Epoch 35 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:02<00:04, 3.06it/s]
>198, c[0.000,100], d[0.119,0.019], g[4.463]
Training on Epoch 35 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:03<00:04, 2.92it/s]
>199, c[0.000,100], d[0.440,0.821], g[3.571]
Training on Epoch 35 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:03<00:04, 2.84it/s]
>200, c[0.000,100], d[0.432,0.116], g[3.152]
Training on Epoch 35 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:03<00:04, 2.79it/s]
>201, c[0.000,100], d[0.259,0.047], g[3.999]
Training on Epoch 35 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:04<00:03, 2.81it/s]
>202, c[0.000,100], d[0.179,0.115], g[3.457]
Training on Epoch 35 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:04<00:03, 2.87it/s]
>203, c[0.001,100], d[0.008,0.062], g[2.298]
Training on Epoch 35 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:04<00:03, 2.91it/s]
>204, c[0.000,100], d[0.002,0.057], g[2.855]
Training on Epoch 35 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:05<00:02, 2.97it/s]
>205, c[0.000,100], d[0.321,0.405], g[4.929]
Training on Epoch 35 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:05<00:02, 3.04it/s]
>206, c[0.000,100], d[0.163,0.026], g[3.336]
Training on Epoch 35 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:05<00:01, 3.10it/s]
>207, c[0.000,100], d[0.126,0.098], g[2.876]
Training on Epoch 35 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:06<00:01, 3.11it/s]
>208, c[0.000,100], d[0.022,0.023], g[3.166]
Training on Epoch 35 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:06<00:01, 3.14it/s]
>209, c[0.000,100], d[0.003,0.028], g[5.402]
Training on Epoch 35 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:06<00:00, 3.07it/s]
>210, c[0.000,100], d[0.097,0.028], g[3.422]
Training on Epoch 35 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:07<00:00, 3.01it/s]
>211, c[0.000,100], d[0.055,0.541], g[4.131]
Training on Epoch 35 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:07<00:00, 2.31it/s]
>212, c[0.000,100], d[0.066,0.032], g[3.673]
Training on Epoch 35 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:07<00:00, 3.13it/s]
>213, c[0.000,100], d[0.001,0.018], g[4.657]
EPOCHS =>: 70%|█████████████████████████████████████████████████▋ | 35/50 [44:10<17:35, 70.36s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 36 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 36 =>: 0%|▎ | 1/213 [00:00<01:01, 3.43it/s]
>1, c[0.000,100], d[0.005,0.010], g[4.825]
Training on Epoch 36 =>: 1%|▌ | 2/213 [00:00<01:02, 3.38it/s]
>2, c[0.000,100], d[0.017,0.021], g[4.391]
Training on Epoch 36 =>: 1%|▊ | 3/213 [00:00<01:02, 3.38it/s]
>3, c[0.000,100], d[0.001,0.013], g[4.930]
Training on Epoch 36 =>: 2%|█ | 4/213 [00:01<01:02, 3.34it/s]
>4, c[0.000,100], d[0.000,0.011], g[5.399]
Training on Epoch 36 =>: 2%|█▎ | 5/213 [00:01<01:02, 3.33it/s]
>5, c[0.000,100], d[0.523,0.023], g[2.787]
Training on Epoch 36 =>: 3%|█▌ | 6/213 [00:01<01:02, 3.32it/s]
>6, c[0.000,100], d[0.005,0.113], g[3.635]
Training on Epoch 36 =>: 3%|█▊ | 7/213 [00:02<01:01, 3.35it/s]
>7, c[0.000,100], d[0.008,0.090], g[3.770]
Training on Epoch 36 =>: 4%|██▏ | 8/213 [00:02<01:00, 3.36it/s]
>8, c[0.000,100], d[0.180,0.017], g[3.512]
Training on Epoch 36 =>: 4%|██▍ | 9/213 [00:02<01:01, 3.30it/s]
>9, c[0.000,100], d[0.014,0.023], g[4.779]
Training on Epoch 36 =>: 5%|██▋ | 10/213 [00:03<01:02, 3.26it/s]
>10, c[0.000,100], d[0.000,0.025], g[3.800]
Training on Epoch 36 =>: 5%|██▉ | 11/213 [00:03<01:01, 3.31it/s]
>11, c[0.000,100], d[0.003,0.037], g[4.928]
Training on Epoch 36 =>: 6%|███▏ | 12/213 [00:03<01:00, 3.30it/s]
>12, c[0.002,100], d[0.003,0.035], g[4.550]
Training on Epoch 36 =>: 6%|███▍ | 13/213 [00:03<01:00, 3.33it/s]
>13, c[0.000,100], d[0.218,0.860], g[3.865]
Training on Epoch 36 =>: 7%|███▋ | 14/213 [00:04<00:59, 3.36it/s]
>14, c[0.000,100], d[0.018,0.038], g[4.528]
Training on Epoch 36 =>: 7%|███▉ | 15/213 [00:04<00:59, 3.34it/s]
>15, c[0.000,100], d[0.005,0.023], g[5.838]
Training on Epoch 36 =>: 8%|████▏ | 16/213 [00:04<00:59, 3.31it/s]
>16, c[0.000,100], d[0.052,0.005], g[4.774]
Training on Epoch 36 =>: 8%|████▍ | 17/213 [00:05<00:59, 3.29it/s]
>17, c[0.000,100], d[0.023,0.013], g[4.334]
Training on Epoch 36 =>: 8%|████▋ | 18/213 [00:05<00:59, 3.25it/s]
>18, c[0.000,100], d[0.024,0.007], g[4.719]
Training on Epoch 36 =>: 9%|████▉ | 19/213 [00:05<00:59, 3.24it/s]
>19, c[0.000,100], d[0.015,0.015], g[4.538]
Training on Epoch 36 =>: 9%|█████▎ | 20/213 [00:06<00:59, 3.27it/s]
>20, c[0.000,100], d[0.003,0.015], g[4.040]
Training on Epoch 36 =>: 10%|█████▌ | 21/213 [00:06<00:58, 3.26it/s]
>21, c[0.000,100], d[0.007,0.034], g[5.406]
Training on Epoch 36 =>: 10%|█████▊ | 22/213 [00:06<00:58, 3.29it/s]
>22, c[0.000,100], d[0.041,0.027], g[4.133]
Training on Epoch 36 =>: 11%|██████ | 23/213 [00:06<00:58, 3.25it/s]
>23, c[0.008,100], d[0.687,0.058], g[3.576]
Training on Epoch 36 =>: 11%|██████▎ | 24/213 [00:07<00:57, 3.28it/s]
>24, c[0.000,100], d[0.000,0.038], g[4.097]
Training on Epoch 36 =>: 12%|██████▌ | 25/213 [00:07<00:56, 3.31it/s]
>25, c[0.000,100], d[0.007,0.031], g[4.200]
Training on Epoch 36 =>: 12%|██████▊ | 26/213 [00:07<00:55, 3.34it/s]
>26, c[0.000,100], d[0.010,0.097], g[4.393]
Training on Epoch 36 =>: 13%|███████ | 27/213 [00:08<00:55, 3.35it/s]
>27, c[0.000,100], d[0.013,0.046], g[4.384]
Training on Epoch 36 =>: 13%|███████▎ | 28/213 [00:08<00:55, 3.35it/s]
>28, c[0.000,100], d[0.038,0.012], g[4.140]
Training on Epoch 36 =>: 14%|███████▌ | 29/213 [00:08<00:54, 3.36it/s]
>29, c[0.000,100], d[0.006,0.061], g[4.601]
Training on Epoch 36 =>: 14%|███████▉ | 30/213 [00:09<00:54, 3.38it/s]
>30, c[0.000,100], d[0.052,0.036], g[3.967]
Training on Epoch 36 =>: 15%|████████▏ | 31/213 [00:09<00:54, 3.37it/s]
>31, c[0.000,100], d[0.080,0.505], g[4.853]
Training on Epoch 36 =>: 15%|████████▍ | 32/213 [00:09<00:53, 3.36it/s]
>32, c[0.000,100], d[0.025,0.005], g[5.161]
Training on Epoch 36 =>: 15%|████████▋ | 33/213 [00:09<00:53, 3.39it/s]
>33, c[0.000,100], d[0.223,0.013], g[4.014]
Training on Epoch 36 =>: 16%|████████▉ | 34/213 [00:10<00:53, 3.38it/s]
>34, c[0.000,100], d[0.040,0.172], g[5.780]
Training on Epoch 36 =>: 16%|█████████▏ | 35/213 [00:10<00:53, 3.35it/s]
>35, c[0.000,100], d[0.350,0.021], g[3.647]
Training on Epoch 36 =>: 17%|█████████▍ | 36/213 [00:10<00:53, 3.32it/s]
>36, c[0.000,100], d[0.000,0.028], g[4.413]
Training on Epoch 36 =>: 17%|█████████▋ | 37/213 [00:11<00:52, 3.34it/s]
>37, c[0.000,100], d[0.194,0.396], g[4.602]
Training on Epoch 36 =>: 18%|█████████▉ | 38/213 [00:11<00:52, 3.34it/s]
>38, c[0.000,100], d[0.012,0.460], g[5.243]
Training on Epoch 36 =>: 18%|██████████▎ | 39/213 [00:11<00:52, 3.34it/s]
>39, c[0.000,100], d[0.001,0.012], g[6.140]
Training on Epoch 36 =>: 19%|██████████▌ | 40/213 [00:12<00:51, 3.37it/s]
>40, c[0.000,100], d[0.403,0.205], g[4.028]
Training on Epoch 36 =>: 19%|██████████▊ | 41/213 [00:12<00:51, 3.36it/s]
>41, c[0.000,100], d[0.008,0.010], g[4.895]
Training on Epoch 36 =>: 20%|███████████ | 42/213 [00:12<00:51, 3.35it/s]
>42, c[0.000,100], d[0.008,0.064], g[5.373]
Training on Epoch 36 =>: 20%|███████████▎ | 43/213 [00:12<00:50, 3.36it/s]
>43, c[0.000,100], d[0.054,0.014], g[4.282]
Training on Epoch 36 =>: 21%|███████████▌ | 44/213 [00:13<00:52, 3.25it/s]
>44, c[0.000,100], d[0.005,0.022], g[4.165]
Training on Epoch 36 =>: 21%|███████████▊ | 45/213 [00:13<00:50, 3.31it/s]
>45, c[0.000,100], d[0.006,0.028], g[4.701]
Training on Epoch 36 =>: 22%|████████████ | 46/213 [00:13<00:50, 3.30it/s]
>46, c[0.000,100], d[0.028,0.077], g[4.376]
Training on Epoch 36 =>: 22%|████████████▎ | 47/213 [00:14<00:51, 3.21it/s]
>47, c[0.000,100], d[0.027,0.011], g[5.977]
Training on Epoch 36 =>: 23%|████████████▌ | 48/213 [00:14<00:50, 3.24it/s]
>48, c[0.000,100], d[0.003,0.292], g[4.828]
Training on Epoch 36 =>: 23%|████████████▉ | 49/213 [00:14<00:50, 3.27it/s]
>49, c[0.000,100], d[0.049,0.003], g[6.531]
Training on Epoch 36 =>: 23%|█████████████▏ | 50/213 [00:15<00:49, 3.28it/s]
>50, c[0.012,100], d[0.035,0.018], g[4.212]
Training on Epoch 36 =>: 24%|█████████████▍ | 51/213 [00:15<00:48, 3.31it/s]
>51, c[0.000,100], d[0.027,0.006], g[4.574]
Training on Epoch 36 =>: 24%|█████████████▋ | 52/213 [00:15<00:48, 3.32it/s]
>52, c[0.000,100], d[0.089,0.043], g[5.120]
Training on Epoch 36 =>: 25%|█████████████▉ | 53/213 [00:15<00:48, 3.31it/s]
>53, c[0.000,100], d[0.085,0.019], g[4.836]
Training on Epoch 36 =>: 25%|██████████████▏ | 54/213 [00:16<00:48, 3.31it/s]
>54, c[0.002,100], d[0.034,0.008], g[4.017]
Training on Epoch 36 =>: 26%|██████████████▍ | 55/213 [00:16<00:47, 3.32it/s]
>55, c[0.000,100], d[0.205,0.048], g[1.780]
Training on Epoch 36 =>: 26%|██████████████▋ | 56/213 [00:16<00:47, 3.34it/s]
>56, c[0.000,100], d[0.089,0.029], g[3.832]
Training on Epoch 36 =>: 27%|██████████████▉ | 57/213 [00:17<00:46, 3.35it/s]
>57, c[0.000,100], d[0.001,0.053], g[3.874]
Training on Epoch 36 =>: 27%|███████████████▏ | 58/213 [00:17<00:46, 3.35it/s]
>58, c[0.000,100], d[0.013,0.815], g[4.490]
Training on Epoch 36 =>: 28%|███████████████▌ | 59/213 [00:17<00:46, 3.33it/s]
>59, c[0.000,100], d[0.010,0.007], g[4.767]
Training on Epoch 36 =>: 28%|███████████████▊ | 60/213 [00:18<00:45, 3.33it/s]
>60, c[0.000,100], d[0.003,0.004], g[3.943]
Training on Epoch 36 =>: 29%|████████████████ | 61/213 [00:18<00:45, 3.35it/s]
>61, c[0.000,100], d[0.968,0.052], g[4.177]
Training on Epoch 36 =>: 29%|████████████████▎ | 62/213 [00:18<00:45, 3.34it/s]
>62, c[0.001,100], d[0.446,0.049], g[2.305]
Training on Epoch 36 =>: 30%|████████████████▌ | 63/213 [00:18<00:44, 3.36it/s]
>63, c[0.002,100], d[0.006,0.081], g[2.871]
Training on Epoch 36 =>: 30%|████████████████▊ | 64/213 [00:19<00:44, 3.38it/s]
>64, c[0.000,100], d[0.004,0.071], g[4.185]
Training on Epoch 36 =>: 31%|█████████████████ | 65/213 [00:19<00:43, 3.39it/s]
>65, c[0.000,100], d[0.006,0.040], g[3.587]
Training on Epoch 36 =>: 31%|█████████████████▎ | 66/213 [00:19<00:43, 3.36it/s]
>66, c[0.000,100], d[0.003,0.053], g[4.393]
Training on Epoch 36 =>: 31%|█████████████████▌ | 67/213 [00:20<00:43, 3.37it/s]
>67, c[0.000,100], d[0.002,0.153], g[4.431]
Training on Epoch 36 =>: 32%|█████████████████▉ | 68/213 [00:20<00:43, 3.36it/s]
>68, c[0.000,100], d[0.533,0.059], g[4.189]
Training on Epoch 36 =>: 32%|██████████████████▏ | 69/213 [00:20<00:42, 3.38it/s]
>69, c[0.000,100], d[0.000,0.134], g[3.403]
Training on Epoch 36 =>: 33%|██████████████████▍ | 70/213 [00:21<00:42, 3.39it/s]
>70, c[0.000,100], d[0.473,0.048], g[3.403]
Training on Epoch 36 =>: 33%|██████████████████▋ | 71/213 [00:21<00:41, 3.39it/s]
>71, c[0.000,100], d[0.007,0.064], g[3.609]
Training on Epoch 36 =>: 34%|██████████████████▉ | 72/213 [00:21<00:41, 3.39it/s]
>72, c[0.000,100], d[0.075,0.086], g[3.824]
Training on Epoch 36 =>: 34%|███████████████████▏ | 73/213 [00:21<00:41, 3.39it/s]
>73, c[0.000,100], d[0.002,0.037], g[3.774]
Training on Epoch 36 =>: 35%|███████████████████▍ | 74/213 [00:22<00:40, 3.40it/s]
>74, c[0.000,100], d[0.008,0.035], g[3.159]
Training on Epoch 36 =>: 35%|███████████████████▋ | 75/213 [00:22<00:40, 3.41it/s]
>75, c[0.000,100], d[0.000,0.017], g[3.250]
Training on Epoch 36 =>: 36%|███████████████████▉ | 76/213 [00:22<00:40, 3.39it/s]
>76, c[0.000,100], d[0.002,0.133], g[3.570]
Training on Epoch 36 =>: 36%|████████████████████▏ | 77/213 [00:23<00:40, 3.36it/s]
>77, c[0.000,100], d[0.134,0.064], g[4.631]
Training on Epoch 36 =>: 37%|████████████████████▌ | 78/213 [00:23<00:40, 3.37it/s]
>78, c[0.000,100], d[0.013,0.305], g[5.894]
Training on Epoch 36 =>: 37%|████████████████████▊ | 79/213 [00:23<00:40, 3.34it/s]
>79, c[0.000,100], d[0.055,0.009], g[4.940]
Training on Epoch 36 =>: 38%|█████████████████████ | 80/213 [00:24<00:39, 3.34it/s]
>80, c[0.000,100], d[0.276,0.115], g[5.192]
Training on Epoch 36 =>: 38%|█████████████████████▎ | 81/213 [00:24<00:39, 3.35it/s]
>81, c[0.000,100], d[0.246,0.009], g[4.330]
Training on Epoch 36 =>: 38%|█████████████████████▌ | 82/213 [00:24<00:39, 3.34it/s]
>82, c[0.000,100], d[0.012,0.059], g[4.373]
Training on Epoch 36 =>: 39%|█████████████████████▊ | 83/213 [00:24<00:38, 3.34it/s]
>83, c[0.000,100], d[0.158,0.018], g[3.661]
Training on Epoch 36 =>: 39%|██████████████████████ | 84/213 [00:25<00:38, 3.35it/s]
>84, c[0.000,100], d[0.064,0.046], g[3.916]
Training on Epoch 36 =>: 40%|██████████████████████▎ | 85/213 [00:25<00:38, 3.35it/s]
>85, c[0.000,100], d[0.001,0.062], g[2.866]
Training on Epoch 36 =>: 40%|██████████████████████▌ | 86/213 [00:25<00:37, 3.36it/s]
>86, c[0.000,100], d[0.037,0.422], g[4.474]
Training on Epoch 36 =>: 41%|██████████████████████▊ | 87/213 [00:26<00:37, 3.38it/s]
>87, c[0.000,100], d[0.386,0.302], g[4.464]
Training on Epoch 36 =>: 41%|███████████████████████▏ | 88/213 [00:26<00:37, 3.37it/s]
>88, c[0.000,100], d[0.019,0.015], g[4.307]
Training on Epoch 36 =>: 42%|███████████████████████▍ | 89/213 [00:26<00:36, 3.37it/s]
>89, c[0.000,100], d[0.057,0.017], g[5.077]
Training on Epoch 36 =>: 42%|███████████████████████▋ | 90/213 [00:26<00:36, 3.35it/s]
>90, c[0.000,100], d[0.001,0.031], g[4.316]
Training on Epoch 36 =>: 43%|███████████████████████▉ | 91/213 [00:27<00:36, 3.37it/s]
>91, c[0.000,100], d[0.065,0.223], g[4.203]
Training on Epoch 36 =>: 43%|████████████████████████▏ | 92/213 [00:27<00:35, 3.38it/s]
>92, c[0.000,100], d[0.008,0.031], g[4.173]
Training on Epoch 36 =>: 44%|████████████████████████▍ | 93/213 [00:27<00:35, 3.38it/s]
>93, c[0.000,100], d[0.019,0.021], g[5.482]
Training on Epoch 36 =>: 44%|████████████████████████▋ | 94/213 [00:28<00:35, 3.34it/s]
>94, c[0.000,100], d[0.054,0.186], g[5.922]
Training on Epoch 36 =>: 45%|████████████████████████▉ | 95/213 [00:28<00:35, 3.35it/s]
>95, c[0.000,100], d[0.018,0.003], g[6.183]
Training on Epoch 36 =>: 45%|█████████████████████████▏ | 96/213 [00:28<00:35, 3.33it/s]
>96, c[0.000,100], d[0.034,0.106], g[6.543]
Training on Epoch 36 =>: 46%|█████████████████████████▌ | 97/213 [00:29<00:34, 3.36it/s]
>97, c[0.000,100], d[0.026,0.032], g[5.358]
Training on Epoch 36 =>: 46%|█████████████████████████▊ | 98/213 [00:29<00:34, 3.37it/s]
>98, c[0.000,100], d[0.458,0.022], g[5.472]
Training on Epoch 36 =>: 46%|██████████████████████████ | 99/213 [00:29<00:33, 3.37it/s]
>99, c[0.000,100], d[0.001,0.259], g[6.220]
Training on Epoch 36 =>: 47%|█████████████████████████▊ | 100/213 [00:29<00:33, 3.38it/s]
>100, c[0.000,100], d[0.020,0.005], g[5.052]
Training on Epoch 36 =>: 47%|██████████████████████████ | 101/213 [00:30<00:33, 3.35it/s]
>101, c[0.000,100], d[0.009,0.005], g[5.250]
Training on Epoch 36 =>: 48%|██████████████████████████▎ | 102/213 [00:30<00:33, 3.36it/s]
>102, c[0.000,100], d[0.001,0.008], g[6.313]
Training on Epoch 36 =>: 48%|██████████████████████████▌ | 103/213 [00:30<00:32, 3.34it/s]
>103, c[0.000,100], d[0.051,0.026], g[5.056]
Training on Epoch 36 =>: 49%|██████████████████████████▊ | 104/213 [00:31<00:32, 3.35it/s]
>104, c[0.000,100], d[0.085,0.727], g[4.553]
Training on Epoch 36 =>: 49%|███████████████████████████ | 105/213 [00:31<00:32, 3.31it/s]
>105, c[0.000,100], d[0.000,0.041], g[5.345]
Training on Epoch 36 =>: 50%|███████████████████████████▎ | 106/213 [00:31<00:32, 3.28it/s]
>106, c[0.000,100], d[0.088,0.016], g[4.330]
Training on Epoch 36 =>: 50%|███████████████████████████▋ | 107/213 [00:32<00:32, 3.26it/s]
>107, c[0.000,100], d[0.001,0.012], g[5.424]
Training on Epoch 36 =>: 51%|███████████████████████████▉ | 108/213 [00:32<00:32, 3.28it/s]
>108, c[0.000,100], d[0.396,0.014], g[4.733]
Training on Epoch 36 =>: 51%|████████████████████████████▏ | 109/213 [00:32<00:31, 3.30it/s]
>109, c[0.000,100], d[0.007,0.024], g[4.159]
Training on Epoch 36 =>: 52%|████████████████████████████▍ | 110/213 [00:32<00:30, 3.34it/s]
>110, c[0.000,100], d[0.003,0.017], g[4.680]
Training on Epoch 36 =>: 52%|████████████████████████████▋ | 111/213 [00:33<00:30, 3.36it/s]
>111, c[0.000,100], d[0.038,0.024], g[4.461]
Training on Epoch 36 =>: 53%|████████████████████████████▉ | 112/213 [00:33<00:30, 3.36it/s]
>112, c[0.000,100], d[0.172,0.029], g[4.156]
Training on Epoch 36 =>: 53%|█████████████████████████████▏ | 113/213 [00:33<00:29, 3.35it/s]
>113, c[0.000,100], d[0.000,1.378], g[4.672]
Training on Epoch 36 =>: 54%|█████████████████████████████▍ | 114/213 [00:34<00:29, 3.37it/s]
>114, c[0.000,100], d[1.157,0.032], g[4.403]
Training on Epoch 36 =>: 54%|█████████████████████████████▋ | 115/213 [00:34<00:28, 3.39it/s]
>115, c[0.000,100], d[0.011,0.111], g[4.095]
Training on Epoch 36 =>: 54%|█████████████████████████████▉ | 116/213 [00:34<00:28, 3.40it/s]
>116, c[0.000,100], d[0.954,0.015], g[4.403]
Training on Epoch 36 =>: 55%|██████████████████████████████▏ | 117/213 [00:35<00:28, 3.36it/s]
>117, c[0.001,100], d[0.146,0.239], g[3.060]
Training on Epoch 36 =>: 55%|██████████████████████████████▍ | 118/213 [00:35<00:28, 3.32it/s]
>118, c[0.000,100], d[0.099,0.041], g[3.182]
Training on Epoch 36 =>: 56%|██████████████████████████████▋ | 119/213 [00:35<00:28, 3.34it/s]
>119, c[0.000,100], d[0.002,0.059], g[3.050]
Training on Epoch 36 =>: 56%|██████████████████████████████▉ | 120/213 [00:35<00:28, 3.31it/s]
>120, c[0.000,100], d[0.001,0.527], g[4.464]
Training on Epoch 36 =>: 57%|███████████████████████████████▏ | 121/213 [00:36<00:27, 3.35it/s]
>121, c[0.000,100], d[0.003,0.067], g[3.680]
Training on Epoch 36 =>: 57%|███████████████████████████████▌ | 122/213 [00:36<00:27, 3.29it/s]
>122, c[0.000,100], d[0.153,0.017], g[4.498]
Training on Epoch 36 =>: 58%|███████████████████████████████▊ | 123/213 [00:36<00:28, 3.14it/s]
>123, c[0.000,100], d[0.013,0.341], g[4.399]
Training on Epoch 36 =>: 58%|████████████████████████████████ | 124/213 [00:37<00:28, 3.15it/s]
>124, c[0.000,100], d[0.247,0.034], g[4.765]
Training on Epoch 36 =>: 59%|████████████████████████████████▎ | 125/213 [00:37<00:28, 3.12it/s]
>125, c[0.000,100], d[0.567,0.032], g[3.960]
Training on Epoch 36 =>: 59%|████████████████████████████████▌ | 126/213 [00:37<00:28, 3.07it/s]
>126, c[0.000,100], d[0.061,0.900], g[2.975]
Training on Epoch 36 =>: 60%|████████████████████████████████▊ | 127/213 [00:38<00:28, 3.02it/s]
>127, c[0.001,100], d[0.002,0.070], g[4.059]
Training on Epoch 36 =>: 60%|█████████████████████████████████ | 128/213 [00:38<00:28, 3.03it/s]
>128, c[0.000,100], d[0.070,0.348], g[5.505]
Training on Epoch 36 =>: 61%|█████████████████████████████████▎ | 129/213 [00:38<00:27, 3.06it/s]
>129, c[0.000,100], d[0.442,0.044], g[4.764]
Training on Epoch 36 =>: 61%|█████████████████████████████████▌ | 130/213 [00:39<00:26, 3.09it/s]
>130, c[0.000,100], d[0.225,0.134], g[3.626]
Training on Epoch 36 =>: 62%|█████████████████████████████████▊ | 131/213 [00:39<00:26, 3.14it/s]
>131, c[0.000,100], d[0.015,0.015], g[4.050]
Training on Epoch 36 =>: 62%|██████████████████████████████████ | 132/213 [00:39<00:25, 3.13it/s]
>132, c[0.000,100], d[0.232,0.066], g[3.548]
Training on Epoch 36 =>: 62%|██████████████████████████████████▎ | 133/213 [00:40<00:26, 3.02it/s]
>133, c[0.000,100], d[0.000,0.033], g[5.058]
Training on Epoch 36 =>: 63%|██████████████████████████████████▌ | 134/213 [00:40<00:26, 2.96it/s]
>134, c[0.000,100], d[0.004,0.657], g[4.246]
Training on Epoch 36 =>: 63%|██████████████████████████████████▊ | 135/213 [00:41<00:30, 2.59it/s]
>135, c[0.002,100], d[0.661,0.028], g[4.619]
Training on Epoch 36 =>: 64%|███████████████████████████████████ | 136/213 [00:41<00:32, 2.40it/s]
>136, c[0.000,100], d[0.025,0.018], g[4.513]
Training on Epoch 36 =>: 64%|███████████████████████████████████▍ | 137/213 [00:41<00:32, 2.32it/s]
>137, c[0.000,100], d[0.007,0.173], g[4.356]
Training on Epoch 36 =>: 65%|███████████████████████████████████▋ | 138/213 [00:42<00:30, 2.48it/s]
>138, c[0.000,100], d[0.057,0.021], g[5.214]
Training on Epoch 36 =>: 65%|███████████████████████████████████▉ | 139/213 [00:42<00:28, 2.64it/s]
>139, c[0.000,100], d[0.385,0.028], g[3.873]
Training on Epoch 36 =>: 66%|████████████████████████████████████▏ | 140/213 [00:42<00:26, 2.76it/s]
>140, c[0.000,100], d[0.000,0.071], g[2.438]
Training on Epoch 36 =>: 66%|████████████████████████████████████▍ | 141/213 [00:43<00:24, 2.93it/s]
>141, c[0.000,100], d[0.007,0.016], g[3.062]
Training on Epoch 36 =>: 67%|████████████████████████████████████▋ | 142/213 [00:43<00:23, 3.04it/s]
>142, c[0.000,100], d[0.000,0.024], g[4.623]
Training on Epoch 36 =>: 67%|████████████████████████████████████▉ | 143/213 [00:43<00:22, 3.08it/s]
>143, c[0.000,100], d[0.183,0.040], g[3.623]
Training on Epoch 36 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:44<00:21, 3.16it/s]
>144, c[0.000,100], d[0.003,0.048], g[4.774]
Training on Epoch 36 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:44<00:21, 3.21it/s]
>145, c[0.000,100], d[0.097,0.465], g[5.143]
Training on Epoch 36 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:44<00:20, 3.23it/s]
>146, c[0.000,100], d[0.016,0.008], g[3.882]
Training on Epoch 36 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:45<00:20, 3.26it/s]
>147, c[0.000,100], d[0.003,0.050], g[4.645]
Training on Epoch 36 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:45<00:19, 3.29it/s]
>148, c[0.000,100], d[0.032,0.042], g[5.238]
Training on Epoch 36 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:45<00:19, 3.22it/s]
>149, c[0.000,100], d[0.011,0.061], g[3.974]
Training on Epoch 36 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:46<00:19, 3.24it/s]
>150, c[0.000,100], d[0.103,0.049], g[4.238]
Training on Epoch 36 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:46<00:19, 3.22it/s]
>151, c[0.000,100], d[0.023,0.014], g[4.809]
Training on Epoch 36 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:46<00:19, 3.16it/s]
>152, c[0.000,100], d[0.214,0.021], g[4.147]
Training on Epoch 36 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:46<00:19, 3.15it/s]
>153, c[0.000,100], d[0.045,0.053], g[3.857]
Training on Epoch 36 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:47<00:18, 3.18it/s]
>154, c[0.000,100], d[0.029,0.151], g[3.734]
Training on Epoch 36 =>: 73%|████████████████████████████████████████ | 155/213 [00:47<00:17, 3.26it/s]
>155, c[0.000,100], d[0.001,0.033], g[4.497]
Training on Epoch 36 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:47<00:17, 3.30it/s]
>156, c[0.000,100], d[0.010,0.073], g[5.748]
Training on Epoch 36 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:48<00:16, 3.34it/s]
>157, c[0.000,100], d[0.006,0.049], g[5.545]
Training on Epoch 36 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:48<00:16, 3.36it/s]
>158, c[0.000,100], d[0.420,0.016], g[4.130]
Training on Epoch 36 =>: 75%|█████████████████████████████████████████ | 159/213 [00:48<00:16, 3.37it/s]
>159, c[0.000,100], d[0.012,0.082], g[5.217]
Training on Epoch 36 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:49<00:15, 3.36it/s]
>160, c[0.000,100], d[0.002,0.100], g[6.003]
Training on Epoch 36 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:49<00:15, 3.33it/s]
>161, c[0.000,100], d[0.646,0.009], g[5.256]
Training on Epoch 36 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:49<00:15, 3.32it/s]
>162, c[0.000,100], d[0.002,0.176], g[4.156]
Training on Epoch 36 =>: 77%|██████████████████████████████████████████ | 163/213 [00:49<00:15, 3.31it/s]
>163, c[0.000,100], d[0.002,0.039], g[5.130]
Training on Epoch 36 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:50<00:14, 3.30it/s]
>164, c[0.000,100], d[0.055,0.018], g[5.609]
Training on Epoch 36 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:50<00:14, 3.33it/s]
>165, c[0.000,100], d[0.374,0.018], g[4.077]
Training on Epoch 36 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:50<00:14, 3.33it/s]
>166, c[0.001,100], d[0.002,0.016], g[3.859]
Training on Epoch 36 =>: 78%|███████████████████████████████████████████ | 167/213 [00:51<00:13, 3.32it/s]
>167, c[0.000,100], d[0.665,0.035], g[2.889]
Training on Epoch 36 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:51<00:13, 3.34it/s]
>168, c[0.000,100], d[0.001,0.454], g[4.013]
Training on Epoch 36 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:51<00:13, 3.32it/s]
>169, c[0.000,100], d[0.016,0.457], g[5.914]
Training on Epoch 36 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:52<00:12, 3.37it/s]
>170, c[0.000,100], d[0.512,0.012], g[4.303]
Training on Epoch 36 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:52<00:12, 3.41it/s]
>171, c[0.000,100], d[0.007,0.029], g[4.870]
Training on Epoch 36 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:52<00:12, 3.41it/s]
>172, c[0.000,100], d[0.673,0.129], g[3.871]
Training on Epoch 36 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:52<00:11, 3.41it/s]
>173, c[0.000,100], d[0.300,0.143], g[3.686]
Training on Epoch 36 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:53<00:11, 3.38it/s]
>174, c[0.057,100], d[0.084,0.117], g[3.271]
Training on Epoch 36 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:53<00:11, 3.39it/s]
>175, c[0.000,100], d[0.005,0.142], g[4.684]
Training on Epoch 36 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:53<00:10, 3.39it/s]
>176, c[0.000,100], d[0.205,0.084], g[3.556]
Training on Epoch 36 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:54<00:10, 3.39it/s]
>177, c[0.000,100], d[0.020,0.135], g[3.960]
Training on Epoch 36 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:54<00:10, 3.37it/s]
>178, c[0.000,100], d[0.272,0.023], g[2.828]
Training on Epoch 36 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:54<00:10, 3.33it/s]
>179, c[0.000,100], d[0.084,0.162], g[3.688]
Training on Epoch 36 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:55<00:09, 3.36it/s]
>180, c[0.000,100], d[0.007,0.999], g[4.823]
Training on Epoch 36 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:55<00:09, 3.33it/s]
>181, c[0.000,100], d[0.087,0.006], g[5.223]
Training on Epoch 36 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:55<00:09, 3.32it/s]
>182, c[0.091,100], d[0.147,0.044], g[4.309]
Training on Epoch 36 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:55<00:08, 3.35it/s]
>183, c[0.000,100], d[0.859,0.583], g[4.277]
Training on Epoch 36 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:56<00:08, 3.35it/s]
>184, c[0.002,100], d[0.299,0.271], g[3.839]
Training on Epoch 36 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:56<00:08, 3.32it/s]
>185, c[0.011,100], d[0.062,0.765], g[5.670]
Training on Epoch 36 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:56<00:08, 3.35it/s]
>186, c[0.002,100], d[0.624,0.005], g[4.620]
Training on Epoch 36 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:57<00:07, 3.36it/s]
>187, c[0.000,100], d[0.437,0.013], g[4.774]
Training on Epoch 36 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:57<00:07, 3.35it/s]
>188, c[0.000,100], d[0.007,0.298], g[6.232]
Training on Epoch 36 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:57<00:07, 3.32it/s]
>189, c[0.011,100], d[0.018,0.083], g[6.538]
Training on Epoch 36 =>: 89%|█████████████████████████████████████████████████ | 190/213 [00:58<00:06, 3.33it/s]
>190, c[0.000,100], d[0.558,0.020], g[3.864]
Training on Epoch 36 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [00:58<00:06, 3.30it/s]
>191, c[0.000,100], d[0.135,0.045], g[4.479]
Training on Epoch 36 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [00:58<00:06, 3.33it/s]
>192, c[0.000,100], d[0.024,0.022], g[4.902]
Training on Epoch 36 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [00:58<00:06, 3.30it/s]
>193, c[0.000,100], d[0.048,0.058], g[4.473]
Training on Epoch 36 =>: 91%|██████████████████████████████████████████████████ | 194/213 [00:59<00:05, 3.29it/s]
>194, c[0.000,100], d[0.015,0.226], g[3.041]
Training on Epoch 36 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [00:59<00:05, 3.29it/s]
>195, c[0.000,100], d[0.122,0.200], g[5.501]
Training on Epoch 36 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [00:59<00:05, 3.19it/s]
>196, c[0.000,100], d[0.019,0.011], g[4.767]
Training on Epoch 36 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:00<00:04, 3.23it/s]
>197, c[0.000,100], d[0.752,0.081], g[4.715]
Training on Epoch 36 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:00<00:04, 3.20it/s]
>198, c[0.000,100], d[0.051,0.196], g[3.730]
Training on Epoch 36 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:00<00:04, 3.27it/s]
>199, c[0.000,100], d[0.576,0.200], g[4.694]
Training on Epoch 36 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:01<00:03, 3.27it/s]
>200, c[0.000,100], d[0.309,0.121], g[4.669]
Training on Epoch 36 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:01<00:03, 3.31it/s]
>201, c[0.000,100], d[0.003,0.010], g[4.277]
Training on Epoch 36 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:01<00:03, 3.33it/s]
>202, c[0.000,100], d[0.006,0.034], g[4.711]
Training on Epoch 36 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:01<00:03, 3.32it/s]
>203, c[0.000,100], d[0.140,0.017], g[4.912]
Training on Epoch 36 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:02<00:02, 3.31it/s]
>204, c[0.000,100], d[0.029,0.018], g[4.781]
Training on Epoch 36 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:02<00:02, 3.31it/s]
>205, c[0.000,100], d[0.081,0.046], g[3.892]
Training on Epoch 36 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:02<00:02, 3.33it/s]
>206, c[0.000,100], d[0.002,0.112], g[3.288]
Training on Epoch 36 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:03<00:01, 3.33it/s]
>207, c[0.000,100], d[0.002,0.308], g[5.077]
Training on Epoch 36 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:03<00:01, 3.35it/s]
>208, c[0.000,100], d[0.001,0.020], g[4.443]
Training on Epoch 36 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:03<00:01, 3.37it/s]
>209, c[0.000,100], d[0.438,0.006], g[4.365]
Training on Epoch 36 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:04<00:00, 3.37it/s]
>210, c[0.000,100], d[0.436,0.387], g[3.550]
Training on Epoch 36 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:04<00:00, 3.34it/s]
>211, c[0.000,100], d[0.012,0.022], g[4.002]
Training on Epoch 36 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:04<00:00, 3.35it/s]
>212, c[0.000,100], d[0.121,0.018], g[5.011]
Training on Epoch 36 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:04<00:00, 3.28it/s]
>213, c[0.000,100], d[0.044,0.047], g[3.729]
EPOCHS =>: 72%|███████████████████████████████████████████████████ | 36/50 [45:16<16:06, 69.06s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 37 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 37 =>: 0%|▎ | 1/213 [00:00<01:01, 3.43it/s]
>1, c[0.000,100], d[0.098,0.722], g[4.503]
Training on Epoch 37 =>: 1%|▌ | 2/213 [00:00<01:03, 3.32it/s]
>2, c[0.000,100], d[0.055,0.094], g[4.184]
Training on Epoch 37 =>: 1%|▊ | 3/213 [00:00<01:03, 3.33it/s]
>3, c[0.000,100], d[0.042,0.005], g[5.153]
Training on Epoch 37 =>: 2%|█ | 4/213 [00:01<01:03, 3.32it/s]
>4, c[0.000,100], d[0.007,0.012], g[3.919]
Training on Epoch 37 =>: 2%|█▎ | 5/213 [00:01<01:03, 3.26it/s]
>5, c[0.000,100], d[0.055,0.028], g[5.264]
Training on Epoch 37 =>: 3%|█▌ | 6/213 [00:01<01:04, 3.19it/s]
>6, c[0.000,100], d[0.865,0.121], g[2.157]
Training on Epoch 37 =>: 3%|█▊ | 7/213 [00:02<01:03, 3.23it/s]
>7, c[0.000,100], d[0.005,0.066], g[1.584]
Training on Epoch 37 =>: 4%|██▏ | 8/213 [00:02<01:02, 3.27it/s]
>8, c[0.000,100], d[0.003,2.282], g[5.033]
Training on Epoch 37 =>: 4%|██▍ | 9/213 [00:02<01:02, 3.29it/s]
>9, c[0.000,100], d[0.379,0.024], g[4.681]
Training on Epoch 37 =>: 5%|██▋ | 10/213 [00:03<01:01, 3.30it/s]
>10, c[0.000,100], d[0.340,0.038], g[3.780]
Training on Epoch 37 =>: 5%|██▉ | 11/213 [00:03<01:00, 3.33it/s]
>11, c[0.000,100], d[0.056,0.074], g[3.187]
Training on Epoch 37 =>: 6%|███▏ | 12/213 [00:03<01:00, 3.32it/s]
>12, c[0.000,100], d[0.094,0.029], g[4.051]
Training on Epoch 37 =>: 6%|███▍ | 13/213 [00:03<01:00, 3.32it/s]
>13, c[0.001,100], d[0.066,0.201], g[2.931]
Training on Epoch 37 =>: 7%|███▋ | 14/213 [00:04<00:59, 3.33it/s]
>14, c[0.000,100], d[0.036,0.034], g[3.568]
Training on Epoch 37 =>: 7%|███▉ | 15/213 [00:04<00:59, 3.32it/s]
>15, c[0.000,100], d[0.005,0.034], g[2.528]
Training on Epoch 37 =>: 8%|████▏ | 16/213 [00:04<00:59, 3.31it/s]
>16, c[0.002,100], d[0.004,0.110], g[4.194]
Training on Epoch 37 =>: 8%|████▍ | 17/213 [00:05<00:58, 3.36it/s]
>17, c[0.001,100], d[0.005,0.018], g[3.947]
Training on Epoch 37 =>: 8%|████▋ | 18/213 [00:05<00:58, 3.35it/s]
>18, c[0.000,100], d[0.392,0.025], g[3.284]
Training on Epoch 37 =>: 9%|████▉ | 19/213 [00:05<00:59, 3.26it/s]
>19, c[0.000,100], d[0.005,0.325], g[3.341]
Training on Epoch 37 =>: 9%|█████▎ | 20/213 [00:06<00:59, 3.25it/s]
>20, c[0.000,100], d[0.403,0.028], g[3.065]
Training on Epoch 37 =>: 10%|█████▌ | 21/213 [00:06<00:58, 3.30it/s]
>21, c[0.000,100], d[0.059,0.333], g[4.130]
Training on Epoch 37 =>: 10%|█████▊ | 22/213 [00:06<00:58, 3.29it/s]
>22, c[0.000,100], d[0.007,0.026], g[4.645]
Training on Epoch 37 =>: 11%|██████ | 23/213 [00:06<00:57, 3.30it/s]
>23, c[0.000,100], d[0.265,0.033], g[4.473]
Training on Epoch 37 =>: 11%|██████▎ | 24/213 [00:07<00:56, 3.34it/s]
>24, c[0.000,100], d[0.010,0.041], g[2.852]
Training on Epoch 37 =>: 12%|██████▌ | 25/213 [00:07<00:56, 3.34it/s]
>25, c[0.000,100], d[0.024,1.166], g[4.364]
Training on Epoch 37 =>: 12%|██████▊ | 26/213 [00:07<00:55, 3.35it/s]
>26, c[0.044,100], d[0.023,0.022], g[4.980]
Training on Epoch 37 =>: 13%|███████ | 27/213 [00:08<00:55, 3.35it/s]
>27, c[0.000,100], d[0.009,0.005], g[4.836]
Training on Epoch 37 =>: 13%|███████▎ | 28/213 [00:08<00:55, 3.36it/s]
>28, c[0.002,100], d[0.026,0.009], g[5.352]
Training on Epoch 37 =>: 14%|███████▌ | 29/213 [00:08<00:54, 3.37it/s]
>29, c[0.003,100], d[0.374,0.019], g[4.865]
Training on Epoch 37 =>: 14%|███████▉ | 30/213 [00:09<00:54, 3.34it/s]
>30, c[0.541,83], d[0.001,0.058], g[3.038]
Training on Epoch 37 =>: 15%|████████▏ | 31/213 [00:09<00:54, 3.33it/s]
>31, c[0.000,100], d[0.044,0.383], g[2.806]
Training on Epoch 37 =>: 15%|████████▍ | 32/213 [00:09<00:54, 3.30it/s]
>32, c[0.063,100], d[0.001,0.334], g[3.373]
Training on Epoch 37 =>: 15%|████████▋ | 33/213 [00:09<00:54, 3.33it/s]
>33, c[0.000,100], d[0.002,0.019], g[3.558]
Training on Epoch 37 =>: 16%|████████▉ | 34/213 [00:10<00:54, 3.29it/s]
>34, c[0.000,100], d[0.391,0.168], g[2.794]
Training on Epoch 37 =>: 16%|█████████▏ | 35/213 [00:10<00:53, 3.34it/s]
>35, c[0.000,100], d[0.000,0.387], g[4.266]
Training on Epoch 37 =>: 17%|█████████▍ | 36/213 [00:10<00:52, 3.36it/s]
>36, c[0.000,100], d[0.089,0.086], g[3.803]
Training on Epoch 37 =>: 17%|█████████▋ | 37/213 [00:11<00:52, 3.36it/s]
>37, c[0.000,100], d[0.239,0.016], g[2.905]
Training on Epoch 37 =>: 18%|█████████▉ | 38/213 [00:11<00:51, 3.38it/s]
>38, c[0.000,100], d[0.000,0.059], g[4.055]
Training on Epoch 37 =>: 18%|██████████▎ | 39/213 [00:11<00:51, 3.36it/s]
>39, c[0.000,100], d[0.130,0.052], g[3.489]
Training on Epoch 37 =>: 19%|██████████▌ | 40/213 [00:12<00:51, 3.36it/s]
>40, c[0.000,100], d[0.005,0.119], g[3.336]
Training on Epoch 37 =>: 19%|██████████▊ | 41/213 [00:12<00:50, 3.38it/s]
>41, c[0.004,100], d[0.003,0.204], g[3.528]
Training on Epoch 37 =>: 20%|███████████ | 42/213 [00:12<00:50, 3.37it/s]
>42, c[0.000,100], d[0.860,0.072], g[3.513]
Training on Epoch 37 =>: 20%|███████████▎ | 43/213 [00:12<00:50, 3.37it/s]
>43, c[0.000,100], d[0.516,0.154], g[3.860]
Training on Epoch 37 =>: 21%|███████████▌ | 44/213 [00:13<00:49, 3.39it/s]
>44, c[0.401,83], d[0.508,0.186], g[2.372]
Training on Epoch 37 =>: 21%|███████████▊ | 45/213 [00:13<00:49, 3.36it/s]
>45, c[0.000,100], d[0.002,0.194], g[3.271]
Training on Epoch 37 =>: 22%|████████████ | 46/213 [00:13<00:49, 3.38it/s]
>46, c[0.000,100], d[0.557,1.217], g[3.062]
Training on Epoch 37 =>: 22%|████████████▎ | 47/213 [00:14<00:49, 3.37it/s]
>47, c[0.000,100], d[0.060,0.224], g[4.971]
Training on Epoch 37 =>: 23%|████████████▌ | 48/213 [00:14<00:49, 3.36it/s]
>48, c[0.000,100], d[0.004,0.022], g[5.768]
Training on Epoch 37 =>: 23%|████████████▉ | 49/213 [00:14<00:48, 3.35it/s]
>49, c[0.000,100], d[0.358,0.069], g[3.892]
Training on Epoch 37 =>: 23%|█████████████▏ | 50/213 [00:15<00:48, 3.35it/s]
>50, c[0.001,100], d[0.340,0.422], g[3.928]
Training on Epoch 37 =>: 24%|█████████████▍ | 51/213 [00:15<00:47, 3.39it/s]
>51, c[0.000,100], d[0.009,0.115], g[4.894]
Training on Epoch 37 =>: 24%|█████████████▋ | 52/213 [00:15<00:48, 3.34it/s]
>52, c[0.000,100], d[0.003,0.007], g[4.056]
Training on Epoch 37 =>: 25%|█████████████▉ | 53/213 [00:15<00:47, 3.34it/s]
>53, c[0.000,100], d[0.140,0.039], g[2.793]
Training on Epoch 37 =>: 25%|██████████████▏ | 54/213 [00:16<00:47, 3.34it/s]
>54, c[0.001,100], d[0.049,0.343], g[3.482]
Training on Epoch 37 =>: 26%|██████████████▍ | 55/213 [00:16<00:47, 3.31it/s]
>55, c[0.000,100], d[0.004,0.266], g[2.501]
Training on Epoch 37 =>: 26%|██████████████▋ | 56/213 [00:16<00:47, 3.32it/s]
>56, c[0.002,100], d[0.175,0.044], g[3.682]
Training on Epoch 37 =>: 27%|██████████████▉ | 57/213 [00:17<00:47, 3.31it/s]
>57, c[0.000,100], d[0.008,0.130], g[5.687]
Training on Epoch 37 =>: 27%|███████████████▏ | 58/213 [00:17<00:46, 3.33it/s]
>58, c[0.000,100], d[0.281,0.014], g[5.035]
Training on Epoch 37 =>: 28%|███████████████▌ | 59/213 [00:17<00:46, 3.32it/s]
>59, c[0.000,100], d[0.006,0.020], g[3.935]
Training on Epoch 37 =>: 28%|███████████████▊ | 60/213 [00:18<00:45, 3.33it/s]
>60, c[0.033,100], d[0.069,0.136], g[4.419]
Training on Epoch 37 =>: 29%|████████████████ | 61/213 [00:18<00:45, 3.32it/s]
>61, c[0.000,100], d[0.476,0.100], g[4.544]
Training on Epoch 37 =>: 29%|████████████████▎ | 62/213 [00:18<00:45, 3.31it/s]
>62, c[0.000,100], d[0.015,0.108], g[4.274]
Training on Epoch 37 =>: 30%|████████████████▌ | 63/213 [00:18<00:45, 3.32it/s]
>63, c[0.000,100], d[0.355,0.134], g[3.421]
Training on Epoch 37 =>: 30%|████████████████▊ | 64/213 [00:19<00:44, 3.32it/s]
>64, c[0.000,100], d[0.038,0.034], g[3.775]
Training on Epoch 37 =>: 31%|█████████████████ | 65/213 [00:19<00:44, 3.31it/s]
>65, c[0.000,100], d[0.045,0.129], g[3.828]
Training on Epoch 37 =>: 31%|█████████████████▎ | 66/213 [00:19<00:44, 3.34it/s]
>66, c[0.000,100], d[0.009,0.172], g[4.978]
Training on Epoch 37 =>: 31%|█████████████████▌ | 67/213 [00:20<00:43, 3.34it/s]
>67, c[0.000,100], d[0.002,0.019], g[5.614]
Training on Epoch 37 =>: 32%|█████████████████▉ | 68/213 [00:20<00:43, 3.35it/s]
>68, c[0.000,100], d[0.030,0.012], g[5.315]
Training on Epoch 37 =>: 32%|██████████████████▏ | 69/213 [00:20<00:43, 3.32it/s]
>69, c[0.000,100], d[0.263,0.465], g[4.963]
Training on Epoch 37 =>: 33%|██████████████████▍ | 70/213 [00:21<00:43, 3.32it/s]
>70, c[0.002,100], d[0.365,0.018], g[3.741]
Training on Epoch 37 =>: 33%|██████████████████▋ | 71/213 [00:21<00:42, 3.33it/s]
>71, c[0.000,100], d[0.064,0.028], g[3.789]
Training on Epoch 37 =>: 34%|██████████████████▉ | 72/213 [00:21<00:42, 3.34it/s]
>72, c[0.000,100], d[0.001,0.036], g[4.602]
Training on Epoch 37 =>: 34%|███████████████████▏ | 73/213 [00:21<00:41, 3.36it/s]
>73, c[0.000,100], d[0.247,0.015], g[3.195]
Training on Epoch 37 =>: 35%|███████████████████▍ | 74/213 [00:22<00:41, 3.38it/s]
>74, c[0.000,100], d[0.106,0.028], g[3.419]
Training on Epoch 37 =>: 35%|███████████████████▋ | 75/213 [00:22<00:41, 3.35it/s]
>75, c[0.000,100], d[0.126,0.604], g[3.464]
Training on Epoch 37 =>: 36%|███████████████████▉ | 76/213 [00:22<00:41, 3.33it/s]
>76, c[0.000,100], d[0.003,0.051], g[3.054]
Training on Epoch 37 =>: 36%|████████████████████▏ | 77/213 [00:23<00:40, 3.38it/s]
>77, c[0.000,100], d[0.000,0.052], g[4.016]
Training on Epoch 37 =>: 37%|████████████████████▌ | 78/213 [00:23<00:40, 3.36it/s]
>78, c[0.000,100], d[0.161,0.123], g[4.504]
Training on Epoch 37 =>: 37%|████████████████████▊ | 79/213 [00:23<00:39, 3.37it/s]
>79, c[0.008,100], d[0.000,0.050], g[3.744]
Training on Epoch 37 =>: 38%|█████████████████████ | 80/213 [00:24<00:39, 3.33it/s]
>80, c[0.000,100], d[0.438,0.286], g[3.513]
Training on Epoch 37 =>: 38%|█████████████████████▎ | 81/213 [00:24<00:41, 3.18it/s]
>81, c[0.000,100], d[0.331,0.142], g[4.650]
Training on Epoch 37 =>: 38%|█████████████████████▌ | 82/213 [00:24<00:40, 3.21it/s]
>82, c[0.000,100], d[0.005,0.012], g[4.138]
Training on Epoch 37 =>: 39%|█████████████████████▊ | 83/213 [00:24<00:40, 3.24it/s]
>83, c[0.010,100], d[0.014,0.017], g[4.520]
Training on Epoch 37 =>: 39%|██████████████████████ | 84/213 [00:25<00:39, 3.27it/s]
>84, c[0.000,100], d[0.015,0.024], g[4.682]
Training on Epoch 37 =>: 40%|██████████████████████▎ | 85/213 [00:25<00:38, 3.31it/s]
>85, c[0.000,100], d[0.025,0.536], g[5.319]
Training on Epoch 37 =>: 40%|██████████████████████▌ | 86/213 [00:25<00:38, 3.32it/s]
>86, c[0.000,100], d[0.259,0.014], g[5.215]
Training on Epoch 37 =>: 41%|██████████████████████▊ | 87/213 [00:26<00:37, 3.33it/s]
>87, c[0.000,100], d[0.006,0.006], g[4.512]
Training on Epoch 37 =>: 41%|███████████████████████▏ | 88/213 [00:26<00:37, 3.36it/s]
>88, c[0.000,100], d[0.761,0.012], g[3.578]
Training on Epoch 37 =>: 42%|███████████████████████▍ | 89/213 [00:26<00:37, 3.34it/s]
>89, c[0.000,100], d[0.000,0.073], g[3.293]
Training on Epoch 37 =>: 42%|███████████████████████▋ | 90/213 [00:27<00:36, 3.34it/s]
>90, c[0.000,100], d[0.020,0.673], g[3.012]
Training on Epoch 37 =>: 43%|███████████████████████▉ | 91/213 [00:27<00:36, 3.34it/s]
>91, c[0.000,100], d[0.016,0.019], g[3.760]
Training on Epoch 37 =>: 43%|████████████████████████▏ | 92/213 [00:27<00:36, 3.35it/s]
>92, c[0.000,100], d[0.331,0.025], g[3.898]
Training on Epoch 37 =>: 44%|████████████████████████▍ | 93/213 [00:27<00:35, 3.36it/s]
>93, c[0.000,100], d[0.004,0.044], g[2.567]
Training on Epoch 37 =>: 44%|████████████████████████▋ | 94/213 [00:28<00:35, 3.37it/s]
>94, c[0.000,100], d[0.559,0.111], g[3.426]
Training on Epoch 37 =>: 45%|████████████████████████▉ | 95/213 [00:28<00:35, 3.33it/s]
>95, c[0.000,100], d[0.002,0.091], g[3.089]
Training on Epoch 37 =>: 45%|█████████████████████████▏ | 96/213 [00:28<00:34, 3.36it/s]
>96, c[0.000,100], d[0.002,0.040], g[2.882]
Training on Epoch 37 =>: 46%|█████████████████████████▌ | 97/213 [00:29<00:34, 3.37it/s]
>97, c[0.000,100], d[0.207,0.056], g[2.727]
Training on Epoch 37 =>: 46%|█████████████████████████▊ | 98/213 [00:29<00:34, 3.36it/s]
>98, c[0.000,100], d[0.136,0.058], g[3.080]
Training on Epoch 37 =>: 46%|██████████████████████████ | 99/213 [00:29<00:33, 3.37it/s]
>99, c[0.000,100], d[0.004,0.240], g[3.483]
Training on Epoch 37 =>: 47%|█████████████████████████▊ | 100/213 [00:30<00:33, 3.34it/s]
>100, c[0.000,100], d[0.002,0.122], g[4.147]
Training on Epoch 37 =>: 47%|██████████████████████████ | 101/213 [00:30<00:33, 3.34it/s]
>101, c[0.000,100], d[0.001,0.064], g[4.687]
Training on Epoch 37 =>: 48%|██████████████████████████▎ | 102/213 [00:30<00:33, 3.35it/s]
>102, c[0.000,100], d[0.013,0.020], g[4.596]
Training on Epoch 37 =>: 48%|██████████████████████████▌ | 103/213 [00:30<00:32, 3.34it/s]
>103, c[0.000,100], d[0.736,0.032], g[3.704]
Training on Epoch 37 =>: 49%|██████████████████████████▊ | 104/213 [00:31<00:32, 3.34it/s]
>104, c[0.015,100], d[0.001,0.117], g[3.572]
Training on Epoch 37 =>: 49%|███████████████████████████ | 105/213 [00:31<00:32, 3.32it/s]
>105, c[0.000,100], d[0.004,0.051], g[3.699]
Training on Epoch 37 =>: 50%|███████████████████████████▎ | 106/213 [00:31<00:32, 3.33it/s]
>106, c[0.000,100], d[0.010,0.044], g[3.471]
Training on Epoch 37 =>: 50%|███████████████████████████▋ | 107/213 [00:32<00:31, 3.32it/s]
>107, c[0.000,100], d[0.015,0.038], g[3.624]
Training on Epoch 37 =>: 51%|███████████████████████████▉ | 108/213 [00:32<00:31, 3.31it/s]
>108, c[0.000,100], d[0.227,0.158], g[3.199]
Training on Epoch 37 =>: 51%|████████████████████████████▏ | 109/213 [00:32<00:31, 3.35it/s]
>109, c[0.000,100], d[0.072,0.018], g[3.251]
Training on Epoch 37 =>: 52%|████████████████████████████▍ | 110/213 [00:33<00:30, 3.33it/s]
>110, c[0.001,100], d[0.461,0.051], g[2.229]
Training on Epoch 37 =>: 52%|████████████████████████████▋ | 111/213 [00:33<00:30, 3.33it/s]
>111, c[0.000,100], d[0.006,0.056], g[3.288]
Training on Epoch 37 =>: 53%|████████████████████████████▉ | 112/213 [00:33<00:30, 3.35it/s]
>112, c[0.000,100], d[0.004,0.070], g[2.907]
Training on Epoch 37 =>: 53%|█████████████████████████████▏ | 113/213 [00:33<00:29, 3.38it/s]
>113, c[0.000,100], d[0.001,0.781], g[3.611]
Training on Epoch 37 =>: 54%|█████████████████████████████▍ | 114/213 [00:34<00:29, 3.34it/s]
>114, c[0.000,100], d[0.004,0.017], g[3.213]
Training on Epoch 37 =>: 54%|█████████████████████████████▋ | 115/213 [00:34<00:29, 3.36it/s]
>115, c[0.000,100], d[0.002,0.019], g[4.364]
Training on Epoch 37 =>: 54%|█████████████████████████████▉ | 116/213 [00:34<00:28, 3.35it/s]
>116, c[0.000,100], d[0.043,0.015], g[4.397]
Training on Epoch 37 =>: 55%|██████████████████████████████▏ | 117/213 [00:35<00:28, 3.37it/s]
>117, c[0.000,100], d[0.017,0.060], g[4.025]
Training on Epoch 37 =>: 55%|██████████████████████████████▍ | 118/213 [00:35<00:28, 3.36it/s]
>118, c[0.000,100], d[0.040,0.013], g[4.137]
Training on Epoch 37 =>: 56%|██████████████████████████████▋ | 119/213 [00:35<00:28, 3.34it/s]
>119, c[0.000,100], d[0.514,0.035], g[4.387]
Training on Epoch 37 =>: 56%|██████████████████████████████▉ | 120/213 [00:36<00:27, 3.37it/s]
>120, c[0.000,100], d[0.013,0.138], g[3.704]
Training on Epoch 37 =>: 57%|███████████████████████████████▏ | 121/213 [00:36<00:27, 3.34it/s]
>121, c[0.000,100], d[0.029,0.036], g[3.883]
Training on Epoch 37 =>: 57%|███████████████████████████████▌ | 122/213 [00:36<00:27, 3.34it/s]
>122, c[0.000,100], d[0.005,0.020], g[4.054]
Training on Epoch 37 =>: 58%|███████████████████████████████▊ | 123/213 [00:36<00:27, 3.30it/s]
>123, c[0.000,100], d[0.194,0.126], g[3.833]
Training on Epoch 37 =>: 58%|████████████████████████████████ | 124/213 [00:37<00:26, 3.30it/s]
>124, c[0.000,100], d[0.022,0.028], g[2.579]
Training on Epoch 37 =>: 59%|████████████████████████████████▎ | 125/213 [00:37<00:26, 3.34it/s]
>125, c[0.000,100], d[0.004,0.014], g[4.537]
Training on Epoch 37 =>: 59%|████████████████████████████████▌ | 126/213 [00:37<00:26, 3.34it/s]
>126, c[0.000,100], d[0.002,0.041], g[2.733]
Training on Epoch 37 =>: 60%|████████████████████████████████▊ | 127/213 [00:38<00:25, 3.31it/s]
>127, c[0.000,100], d[0.007,0.046], g[4.376]
Training on Epoch 37 =>: 60%|█████████████████████████████████ | 128/213 [00:38<00:25, 3.33it/s]
>128, c[0.000,100], d[0.001,0.016], g[4.180]
Training on Epoch 37 =>: 61%|█████████████████████████████████▎ | 129/213 [00:38<00:25, 3.33it/s]
>129, c[0.000,100], d[0.011,1.094], g[5.029]
Training on Epoch 37 =>: 61%|█████████████████████████████████▌ | 130/213 [00:39<00:24, 3.34it/s]
>130, c[0.000,100], d[0.002,0.010], g[4.908]
Training on Epoch 37 =>: 62%|█████████████████████████████████▊ | 131/213 [00:39<00:24, 3.35it/s]
>131, c[0.000,100], d[0.028,0.011], g[5.078]
Training on Epoch 37 =>: 62%|██████████████████████████████████ | 132/213 [00:39<00:24, 3.35it/s]
>132, c[0.000,100], d[0.048,0.034], g[4.620]
Training on Epoch 37 =>: 62%|██████████████████████████████████▎ | 133/213 [00:39<00:24, 3.32it/s]
>133, c[0.000,100], d[0.530,0.012], g[3.521]
Training on Epoch 37 =>: 63%|██████████████████████████████████▌ | 134/213 [00:40<00:24, 3.27it/s]
>134, c[0.000,100], d[0.656,0.041], g[2.525]
Training on Epoch 37 =>: 63%|██████████████████████████████████▊ | 135/213 [00:40<00:23, 3.30it/s]
>135, c[0.000,100], d[0.010,0.103], g[2.887]
Training on Epoch 37 =>: 64%|███████████████████████████████████ | 136/213 [00:40<00:23, 3.27it/s]
>136, c[0.000,100], d[0.055,0.027], g[2.377]
Training on Epoch 37 =>: 64%|███████████████████████████████████▍ | 137/213 [00:41<00:23, 3.27it/s]
>137, c[0.000,100], d[0.001,0.250], g[3.624]
Training on Epoch 37 =>: 65%|███████████████████████████████████▋ | 138/213 [00:41<00:22, 3.29it/s]
>138, c[0.000,100], d[0.014,0.118], g[3.484]
Training on Epoch 37 =>: 65%|███████████████████████████████████▉ | 139/213 [00:41<00:22, 3.29it/s]
>139, c[0.000,100], d[0.006,0.016], g[4.643]
Training on Epoch 37 =>: 66%|████████████████████████████████████▏ | 140/213 [00:42<00:22, 3.29it/s]
>140, c[0.000,100], d[0.197,0.027], g[3.978]
Training on Epoch 37 =>: 66%|████████████████████████████████████▍ | 141/213 [00:42<00:21, 3.33it/s]
>141, c[0.000,100], d[0.056,0.046], g[4.383]
Training on Epoch 37 =>: 67%|████████████████████████████████████▋ | 142/213 [00:42<00:21, 3.36it/s]
>142, c[0.000,100], d[0.004,0.035], g[3.587]
Training on Epoch 37 =>: 67%|████████████████████████████████████▉ | 143/213 [00:42<00:20, 3.35it/s]
>143, c[0.000,100], d[0.007,0.644], g[4.308]
Training on Epoch 37 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:43<00:20, 3.36it/s]
>144, c[0.000,100], d[0.032,0.025], g[5.675]
Training on Epoch 37 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:43<00:20, 3.40it/s]
>145, c[0.000,100], d[0.226,0.007], g[4.514]
Training on Epoch 37 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:43<00:19, 3.38it/s]
>146, c[0.000,100], d[0.197,0.031], g[5.153]
Training on Epoch 37 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:44<00:19, 3.39it/s]
>147, c[0.000,100], d[0.137,0.036], g[3.890]
Training on Epoch 37 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:44<00:19, 3.38it/s]
>148, c[0.000,100], d[0.577,0.114], g[3.906]
Training on Epoch 37 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:44<00:19, 3.36it/s]
>149, c[0.000,100], d[0.003,0.049], g[3.554]
Training on Epoch 37 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:45<00:18, 3.36it/s]
>150, c[0.000,100], d[0.006,0.034], g[4.395]
Training on Epoch 37 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:45<00:18, 3.35it/s]
>151, c[0.000,100], d[0.002,0.280], g[3.733]
Training on Epoch 37 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:45<00:18, 3.33it/s]
>152, c[0.010,100], d[0.066,0.583], g[4.456]
Training on Epoch 37 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:45<00:17, 3.33it/s]
>153, c[0.000,100], d[0.149,0.033], g[4.889]
Training on Epoch 37 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:46<00:17, 3.35it/s]
>154, c[0.000,100], d[0.108,0.094], g[4.040]
Training on Epoch 37 =>: 73%|████████████████████████████████████████ | 155/213 [00:46<00:17, 3.37it/s]
>155, c[0.000,100], d[0.030,0.038], g[3.465]
Training on Epoch 37 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:46<00:16, 3.36it/s]
>156, c[0.000,100], d[0.014,0.035], g[4.039]
Training on Epoch 37 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:47<00:16, 3.38it/s]
>157, c[0.000,100], d[0.008,0.010], g[4.796]
Training on Epoch 37 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:47<00:16, 3.40it/s]
>158, c[0.000,100], d[0.021,0.016], g[4.367]
Training on Epoch 37 =>: 75%|█████████████████████████████████████████ | 159/213 [00:47<00:16, 3.36it/s]
>159, c[0.000,100], d[0.032,0.084], g[2.731]
Training on Epoch 37 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:47<00:15, 3.34it/s]
>160, c[0.000,100], d[0.007,0.014], g[3.658]
Training on Epoch 37 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:48<00:15, 3.37it/s]
>161, c[0.000,100], d[0.038,0.003], g[4.527]
Training on Epoch 37 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:48<00:15, 3.37it/s]
>162, c[0.000,100], d[0.408,0.031], g[3.661]
Training on Epoch 37 =>: 77%|██████████████████████████████████████████ | 163/213 [00:48<00:14, 3.35it/s]
>163, c[0.000,100], d[0.031,0.122], g[3.816]
Training on Epoch 37 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:49<00:14, 3.33it/s]
>164, c[0.000,100], d[0.002,0.035], g[3.458]
Training on Epoch 37 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:49<00:14, 3.24it/s]
>165, c[0.000,100], d[0.006,0.059], g[4.323]
Training on Epoch 37 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:49<00:14, 3.27it/s]
>166, c[0.000,100], d[0.002,0.974], g[3.354]
Training on Epoch 37 =>: 78%|███████████████████████████████████████████ | 167/213 [00:50<00:13, 3.29it/s]
>167, c[0.000,100], d[0.108,0.024], g[5.418]
Training on Epoch 37 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:50<00:13, 3.32it/s]
>168, c[0.000,100], d[0.075,0.051], g[4.462]
Training on Epoch 37 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:50<00:13, 3.34it/s]
>169, c[0.000,100], d[0.082,0.387], g[6.730]
Training on Epoch 37 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:51<00:12, 3.34it/s]
>170, c[0.000,100], d[0.005,0.026], g[5.688]
Training on Epoch 37 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:51<00:12, 3.34it/s]
>171, c[0.000,100], d[0.133,0.140], g[5.095]
Training on Epoch 37 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:51<00:12, 3.35it/s]
>172, c[0.000,100], d[0.672,0.077], g[5.006]
Training on Epoch 37 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:51<00:11, 3.35it/s]
>173, c[0.001,100], d[0.034,0.339], g[5.960]
Training on Epoch 37 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:52<00:11, 3.34it/s]
>174, c[0.000,100], d[0.414,0.311], g[5.549]
Training on Epoch 37 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:52<00:11, 3.32it/s]
>175, c[0.000,100], d[0.039,0.006], g[5.117]
Training on Epoch 37 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:52<00:11, 3.30it/s]
>176, c[0.000,100], d[0.169,0.203], g[4.410]
Training on Epoch 37 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:53<00:10, 3.30it/s]
>177, c[0.000,100], d[0.074,0.048], g[6.024]
Training on Epoch 37 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:53<00:10, 3.31it/s]
>178, c[0.000,100], d[0.006,0.012], g[4.810]
Training on Epoch 37 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:53<00:10, 3.34it/s]
>179, c[0.000,100], d[0.004,0.561], g[5.249]
Training on Epoch 37 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:54<00:09, 3.32it/s]
>180, c[0.000,100], d[0.001,0.016], g[6.975]
Training on Epoch 37 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:54<00:09, 3.30it/s]
>181, c[0.000,100], d[0.054,0.309], g[6.468]
Training on Epoch 37 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:54<00:09, 3.32it/s]
>182, c[0.000,100], d[0.493,0.023], g[5.448]
Training on Epoch 37 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:54<00:08, 3.34it/s]
>183, c[0.000,100], d[1.517,0.237], g[4.340]
Training on Epoch 37 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:55<00:08, 3.37it/s]
>184, c[0.000,100], d[0.034,0.047], g[3.130]
Training on Epoch 37 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:55<00:08, 3.34it/s]
>185, c[0.000,100], d[0.006,0.133], g[4.652]
Training on Epoch 37 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:55<00:08, 3.37it/s]
>186, c[0.000,100], d[0.003,0.021], g[4.554]
Training on Epoch 37 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:56<00:07, 3.39it/s]
>187, c[0.000,100], d[0.011,0.018], g[3.847]
Training on Epoch 37 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:56<00:07, 3.32it/s]
>188, c[0.000,100], d[0.010,0.181], g[4.213]
Training on Epoch 37 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:56<00:07, 3.32it/s]
>189, c[0.000,100], d[0.023,0.019], g[4.527]
Training on Epoch 37 =>: 89%|█████████████████████████████████████████████████ | 190/213 [00:57<00:06, 3.32it/s]
>190, c[0.000,100], d[0.017,0.144], g[4.757]
Training on Epoch 37 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [00:57<00:06, 3.34it/s]
>191, c[0.000,100], d[0.001,0.012], g[5.793]
Training on Epoch 37 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [00:57<00:06, 3.35it/s]
>192, c[0.000,100], d[0.012,0.030], g[5.491]
Training on Epoch 37 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [00:57<00:05, 3.37it/s]
>193, c[0.000,100], d[0.318,0.015], g[3.521]
Training on Epoch 37 =>: 91%|██████████████████████████████████████████████████ | 194/213 [00:58<00:05, 3.32it/s]
>194, c[0.000,100], d[0.002,0.012], g[4.923]
Training on Epoch 37 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [00:58<00:05, 3.31it/s]
>195, c[0.000,100], d[0.055,0.051], g[3.823]
Training on Epoch 37 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [00:58<00:05, 3.33it/s]
>196, c[0.000,100], d[0.125,0.458], g[3.715]
Training on Epoch 37 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [00:59<00:04, 3.32it/s]
>197, c[0.000,100], d[0.005,0.168], g[5.189]
Training on Epoch 37 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [00:59<00:04, 3.27it/s]
>198, c[0.000,100], d[0.421,0.014], g[3.196]
Training on Epoch 37 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [00:59<00:04, 3.24it/s]
>199, c[0.000,100], d[0.192,0.051], g[3.886]
Training on Epoch 37 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:00<00:03, 3.26it/s]
>200, c[0.000,100], d[0.045,0.173], g[2.663]
Training on Epoch 37 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:00<00:03, 3.29it/s]
>201, c[0.000,100], d[0.011,0.035], g[3.763]
Training on Epoch 37 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:00<00:03, 3.32it/s]
>202, c[0.000,100], d[0.014,0.926], g[4.190]
Training on Epoch 37 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:00<00:03, 3.31it/s]
>203, c[0.000,100], d[0.691,0.011], g[4.205]
Training on Epoch 37 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:01<00:02, 3.32it/s]
>204, c[0.000,100], d[0.003,0.228], g[3.161]
Training on Epoch 37 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:01<00:02, 3.31it/s]
>205, c[0.001,100], d[0.170,0.023], g[3.223]
Training on Epoch 37 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:01<00:02, 3.33it/s]
>206, c[0.000,100], d[0.115,0.097], g[3.563]
Training on Epoch 37 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:02<00:01, 3.32it/s]
>207, c[0.000,100], d[0.014,0.008], g[4.458]
Training on Epoch 37 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:02<00:01, 3.30it/s]
>208, c[0.000,100], d[0.047,0.112], g[4.423]
Training on Epoch 37 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:02<00:01, 3.31it/s]
>209, c[0.000,100], d[0.124,0.031], g[4.570]
Training on Epoch 37 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:03<00:00, 3.33it/s]
>210, c[0.000,100], d[0.074,0.062], g[3.389]
Training on Epoch 37 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:03<00:00, 3.33it/s]
>211, c[0.000,100], d[0.046,0.058], g[4.074]
Training on Epoch 37 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:03<00:00, 3.33it/s]
>212, c[0.000,100], d[0.268,0.049], g[3.226]
Training on Epoch 37 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:03<00:00, 3.33it/s]
>213, c[0.004,100], d[0.026,0.094], g[4.213]
EPOCHS =>: 74%|████████████████████████████████████████████████████▌ | 37/50 [46:21<14:42, 67.86s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 38 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 38 =>: 0%|▎ | 1/213 [00:00<01:02, 3.38it/s]
>1, c[0.000,100], d[0.025,0.093], g[3.707]
Training on Epoch 38 =>: 1%|▌ | 2/213 [00:00<01:05, 3.20it/s]
>2, c[0.000,100], d[0.101,0.028], g[3.997]
Training on Epoch 38 =>: 1%|▊ | 3/213 [00:00<01:06, 3.17it/s]
>3, c[0.000,100], d[0.798,0.117], g[4.628]
Training on Epoch 38 =>: 2%|█ | 4/213 [00:01<01:04, 3.22it/s]
>4, c[0.000,100], d[0.314,0.066], g[3.018]
Training on Epoch 38 =>: 2%|█▎ | 5/213 [00:01<01:04, 3.23it/s]
>5, c[0.000,100], d[0.020,0.287], g[3.008]
Training on Epoch 38 =>: 3%|█▌ | 6/213 [00:01<01:03, 3.24it/s]
>6, c[0.000,100], d[0.039,0.104], g[5.094]
Training on Epoch 38 =>: 3%|█▊ | 7/213 [00:02<01:02, 3.28it/s]
>7, c[0.000,100], d[0.075,0.161], g[3.870]
Training on Epoch 38 =>: 4%|██▏ | 8/213 [00:02<01:02, 3.30it/s]
>8, c[0.000,100], d[0.255,0.201], g[3.277]
Training on Epoch 38 =>: 4%|██▍ | 9/213 [00:02<01:01, 3.33it/s]
>9, c[0.000,100], d[0.000,0.017], g[3.428]
Training on Epoch 38 =>: 5%|██▋ | 10/213 [00:03<01:00, 3.34it/s]
>10, c[0.000,100], d[0.039,0.056], g[4.821]
Training on Epoch 38 =>: 5%|██▉ | 11/213 [00:03<00:59, 3.37it/s]
>11, c[0.000,100], d[0.139,0.163], g[4.834]
Training on Epoch 38 =>: 6%|███▏ | 12/213 [00:03<01:00, 3.33it/s]
>12, c[0.000,100], d[0.000,0.013], g[5.803]
Training on Epoch 38 =>: 6%|███▍ | 13/213 [00:03<01:00, 3.32it/s]
>13, c[0.000,100], d[0.026,0.011], g[5.607]
Training on Epoch 38 =>: 7%|███▋ | 14/213 [00:04<01:00, 3.31it/s]
>14, c[0.000,100], d[0.021,0.014], g[2.954]
Training on Epoch 38 =>: 7%|███▉ | 15/213 [00:04<00:59, 3.33it/s]
>15, c[0.000,100], d[0.000,0.015], g[3.833]
Training on Epoch 38 =>: 8%|████▏ | 16/213 [00:04<00:59, 3.33it/s]
>16, c[0.000,100], d[0.052,0.739], g[3.562]
Training on Epoch 38 =>: 8%|████▍ | 17/213 [00:05<00:58, 3.34it/s]
>17, c[0.000,100], d[0.262,0.014], g[4.557]
Training on Epoch 38 =>: 8%|████▋ | 18/213 [00:05<00:57, 3.38it/s]
>18, c[0.000,100], d[0.041,0.054], g[3.715]
Training on Epoch 38 =>: 9%|████▉ | 19/213 [00:05<00:58, 3.34it/s]
>19, c[0.000,100], d[0.026,0.072], g[3.853]
Training on Epoch 38 =>: 9%|█████▎ | 20/213 [00:06<00:58, 3.32it/s]
>20, c[0.000,100], d[0.325,0.023], g[4.813]
Training on Epoch 38 =>: 10%|█████▌ | 21/213 [00:06<00:57, 3.34it/s]
>21, c[0.000,100], d[0.021,0.377], g[3.813]
Training on Epoch 38 =>: 10%|█████▊ | 22/213 [00:06<00:57, 3.34it/s]
>22, c[0.000,100], d[0.416,0.010], g[3.681]
Training on Epoch 38 =>: 11%|██████ | 23/213 [00:06<00:56, 3.37it/s]
>23, c[0.000,100], d[0.026,0.018], g[4.279]
Training on Epoch 38 =>: 11%|██████▎ | 24/213 [00:07<00:56, 3.34it/s]
>24, c[0.000,100], d[0.135,0.342], g[3.757]
Training on Epoch 38 =>: 12%|██████▌ | 25/213 [00:07<00:56, 3.33it/s]
>25, c[0.000,100], d[0.001,0.017], g[4.148]
Training on Epoch 38 =>: 12%|██████▊ | 26/213 [00:07<00:56, 3.32it/s]
>26, c[0.000,100], d[0.221,0.012], g[3.948]
Training on Epoch 38 =>: 13%|███████ | 27/213 [00:08<00:55, 3.32it/s]
>27, c[0.000,100], d[0.004,0.069], g[4.587]
Training on Epoch 38 =>: 13%|███████▎ | 28/213 [00:08<00:55, 3.33it/s]
>28, c[0.000,100], d[0.863,0.345], g[3.414]
Training on Epoch 38 =>: 14%|███████▌ | 29/213 [00:08<00:55, 3.32it/s]
>29, c[0.000,100], d[0.000,0.042], g[4.273]
Training on Epoch 38 =>: 14%|███████▉ | 30/213 [00:09<00:55, 3.32it/s]
>30, c[0.000,100], d[0.352,0.209], g[4.408]
Training on Epoch 38 =>: 15%|████████▏ | 31/213 [00:09<00:54, 3.31it/s]
>31, c[0.000,100], d[0.055,0.074], g[3.416]
Training on Epoch 38 =>: 15%|████████▍ | 32/213 [00:09<00:54, 3.33it/s]
>32, c[0.000,100], d[0.019,0.018], g[4.151]
Training on Epoch 38 =>: 15%|████████▋ | 33/213 [00:09<00:53, 3.34it/s]
>33, c[0.000,100], d[0.010,0.051], g[3.023]
Training on Epoch 38 =>: 16%|████████▉ | 34/213 [00:10<00:55, 3.23it/s]
>34, c[0.000,100], d[0.002,0.009], g[3.754]
Training on Epoch 38 =>: 16%|█████████▏ | 35/213 [00:10<00:54, 3.26it/s]
>35, c[0.000,100], d[0.344,0.076], g[4.094]
Training on Epoch 38 =>: 17%|█████████▍ | 36/213 [00:10<00:53, 3.31it/s]
>36, c[0.000,100], d[0.161,0.880], g[3.739]
Training on Epoch 38 =>: 17%|█████████▋ | 37/213 [00:11<00:53, 3.31it/s]
>37, c[0.000,100], d[0.018,0.024], g[3.393]
Training on Epoch 38 =>: 18%|█████████▉ | 38/213 [00:11<00:52, 3.34it/s]
>38, c[0.000,100], d[0.090,0.019], g[3.359]
Training on Epoch 38 =>: 18%|██████████▎ | 39/213 [00:11<00:52, 3.33it/s]
>39, c[0.000,100], d[0.242,0.205], g[3.969]
Training on Epoch 38 =>: 19%|██████████▌ | 40/213 [00:12<00:52, 3.32it/s]
>40, c[0.000,100], d[0.008,0.011], g[4.679]
Training on Epoch 38 =>: 19%|██████████▊ | 41/213 [00:12<00:51, 3.36it/s]
>41, c[0.000,100], d[0.198,0.019], g[3.204]
Training on Epoch 38 =>: 20%|███████████ | 42/213 [00:12<00:50, 3.36it/s]
>42, c[0.000,100], d[0.008,0.034], g[3.915]
Training on Epoch 38 =>: 20%|███████████▎ | 43/213 [00:12<00:51, 3.32it/s]
>43, c[0.000,100], d[0.035,0.023], g[3.374]
Training on Epoch 38 =>: 21%|███████████▌ | 44/213 [00:13<00:50, 3.33it/s]
>44, c[0.000,100], d[0.000,0.595], g[3.636]
Training on Epoch 38 =>: 21%|███████████▊ | 45/213 [00:13<00:50, 3.34it/s]
>45, c[0.000,100], d[0.007,0.005], g[5.522]
Training on Epoch 38 =>: 22%|████████████ | 46/213 [00:13<00:50, 3.33it/s]
>46, c[0.000,100], d[0.106,0.019], g[3.896]
Training on Epoch 38 =>: 22%|████████████▎ | 47/213 [00:14<00:49, 3.33it/s]
>47, c[0.000,100], d[0.143,0.109], g[3.257]
Training on Epoch 38 =>: 23%|████████████▌ | 48/213 [00:14<00:49, 3.33it/s]
>48, c[0.000,100], d[0.011,0.036], g[4.915]
Training on Epoch 38 =>: 23%|████████████▉ | 49/213 [00:14<00:49, 3.31it/s]
>49, c[0.000,100], d[0.130,0.143], g[3.572]
Training on Epoch 38 =>: 23%|█████████████▏ | 50/213 [00:15<00:48, 3.33it/s]
>50, c[0.000,100], d[0.015,0.018], g[4.001]
Training on Epoch 38 =>: 24%|█████████████▍ | 51/213 [00:15<00:48, 3.32it/s]
>51, c[0.000,100], d[0.023,0.023], g[3.701]
Training on Epoch 38 =>: 24%|█████████████▋ | 52/213 [00:15<00:48, 3.31it/s]
>52, c[0.000,100], d[0.325,0.081], g[3.507]
Training on Epoch 38 =>: 25%|█████████████▉ | 53/213 [00:15<00:48, 3.32it/s]
>53, c[0.000,100], d[0.009,0.252], g[4.357]
Training on Epoch 38 =>: 25%|██████████████▏ | 54/213 [00:16<00:47, 3.37it/s]
>54, c[0.000,100], d[0.019,0.021], g[4.743]
Training on Epoch 38 =>: 26%|██████████████▍ | 55/213 [00:16<00:46, 3.37it/s]
>55, c[0.000,100], d[0.100,0.020], g[4.656]
Training on Epoch 38 =>: 26%|██████████████▋ | 56/213 [00:16<00:47, 3.33it/s]
>56, c[0.000,100], d[0.005,0.013], g[4.254]
Training on Epoch 38 =>: 27%|██████████████▉ | 57/213 [00:17<00:46, 3.33it/s]
>57, c[0.000,100], d[0.047,0.597], g[4.604]
Training on Epoch 38 =>: 27%|███████████████▏ | 58/213 [00:17<00:46, 3.32it/s]
>58, c[0.000,100], d[0.061,0.028], g[6.037]
Training on Epoch 38 =>: 28%|███████████████▌ | 59/213 [00:17<00:46, 3.34it/s]
>59, c[0.000,100], d[0.006,0.005], g[4.955]
Training on Epoch 38 =>: 28%|███████████████▊ | 60/213 [00:18<00:45, 3.37it/s]
>60, c[0.000,100], d[0.542,0.014], g[3.780]
Training on Epoch 38 =>: 29%|████████████████ | 61/213 [00:18<00:45, 3.36it/s]
>61, c[0.000,100], d[0.015,0.291], g[3.617]
Training on Epoch 38 =>: 29%|████████████████▎ | 62/213 [00:18<00:45, 3.31it/s]
>62, c[0.000,100], d[0.001,0.039], g[4.362]
Training on Epoch 38 =>: 30%|████████████████▌ | 63/213 [00:18<00:45, 3.31it/s]
>63, c[0.000,100], d[0.308,0.035], g[4.329]
Training on Epoch 38 =>: 30%|████████████████▊ | 64/213 [00:19<00:44, 3.32it/s]
>64, c[0.000,100], d[0.095,0.073], g[4.520]
Training on Epoch 38 =>: 31%|█████████████████ | 65/213 [00:19<00:44, 3.32it/s]
>65, c[0.000,100], d[0.000,0.088], g[3.892]
Training on Epoch 38 =>: 31%|█████████████████▎ | 66/213 [00:19<00:44, 3.33it/s]
>66, c[0.000,100], d[0.704,0.021], g[2.934]
Training on Epoch 38 =>: 31%|█████████████████▌ | 67/213 [00:20<00:43, 3.34it/s]
>67, c[0.000,100], d[0.007,0.243], g[4.513]
Training on Epoch 38 =>: 32%|█████████████████▉ | 68/213 [00:20<00:43, 3.34it/s]
>68, c[0.000,100], d[0.004,0.018], g[3.820]
Training on Epoch 38 =>: 32%|██████████████████▏ | 69/213 [00:20<00:43, 3.31it/s]
>69, c[0.000,100], d[0.005,0.028], g[4.622]
Training on Epoch 38 =>: 33%|██████████████████▍ | 70/213 [00:21<00:43, 3.32it/s]
>70, c[0.000,100], d[0.157,0.068], g[3.450]
Training on Epoch 38 =>: 33%|██████████████████▋ | 71/213 [00:21<00:43, 3.29it/s]
>71, c[0.000,100], d[0.003,0.063], g[4.542]
Training on Epoch 38 =>: 34%|██████████████████▉ | 72/213 [00:21<00:42, 3.33it/s]
>72, c[0.000,100], d[0.005,0.007], g[3.955]
Training on Epoch 38 =>: 34%|███████████████████▏ | 73/213 [00:21<00:42, 3.33it/s]
>73, c[0.000,100], d[0.046,0.020], g[3.134]
Training on Epoch 38 =>: 35%|███████████████████▍ | 74/213 [00:22<00:41, 3.33it/s]
>74, c[0.000,100], d[0.007,0.033], g[3.576]
Training on Epoch 38 =>: 35%|███████████████████▋ | 75/213 [00:22<00:40, 3.38it/s]
>75, c[0.000,100], d[0.176,0.380], g[3.759]
Training on Epoch 38 =>: 36%|███████████████████▉ | 76/213 [00:22<00:40, 3.35it/s]
>76, c[0.000,100], d[0.286,0.841], g[4.956]
Training on Epoch 38 =>: 36%|████████████████████▏ | 77/213 [00:23<00:40, 3.37it/s]
>77, c[0.000,100], d[0.057,0.034], g[4.100]
Training on Epoch 38 =>: 37%|████████████████████▌ | 78/213 [00:23<00:40, 3.36it/s]
>78, c[0.000,100], d[0.220,0.069], g[3.269]
Training on Epoch 38 =>: 37%|████████████████████▊ | 79/213 [00:23<00:40, 3.34it/s]
>79, c[0.000,100], d[0.223,0.007], g[3.847]
Training on Epoch 38 =>: 38%|█████████████████████ | 80/213 [00:24<00:39, 3.34it/s]
>80, c[0.000,100], d[0.017,0.025], g[3.819]
Training on Epoch 38 =>: 38%|█████████████████████▎ | 81/213 [00:24<00:39, 3.35it/s]
>81, c[0.000,100], d[0.001,0.038], g[3.329]
Training on Epoch 38 =>: 38%|█████████████████████▌ | 82/213 [00:24<00:39, 3.34it/s]
>82, c[0.000,100], d[0.004,0.594], g[5.594]
Training on Epoch 38 =>: 39%|█████████████████████▊ | 83/213 [00:24<00:39, 3.32it/s]
>83, c[0.000,100], d[0.042,0.003], g[4.413]
Training on Epoch 38 =>: 39%|██████████████████████ | 84/213 [00:25<00:38, 3.33it/s]
>84, c[0.000,100], d[0.001,0.014], g[4.754]
Training on Epoch 38 =>: 40%|██████████████████████▎ | 85/213 [00:25<00:38, 3.36it/s]
>85, c[0.000,100], d[0.243,0.008], g[2.675]
Training on Epoch 38 =>: 40%|██████████████████████▌ | 86/213 [00:25<00:38, 3.34it/s]
>86, c[0.000,100], d[0.037,0.069], g[3.851]
Training on Epoch 38 =>: 41%|██████████████████████▊ | 87/213 [00:26<00:37, 3.35it/s]
>87, c[0.000,100], d[0.006,2.059], g[3.970]
Training on Epoch 38 =>: 41%|███████████████████████▏ | 88/213 [00:26<00:37, 3.33it/s]
>88, c[0.000,100], d[0.060,0.006], g[6.371]
Training on Epoch 38 =>: 42%|███████████████████████▍ | 89/213 [00:26<00:37, 3.32it/s]
>89, c[0.001,100], d[0.033,0.076], g[5.664]
Training on Epoch 38 =>: 42%|███████████████████████▋ | 90/213 [00:27<00:37, 3.31it/s]
>90, c[0.000,100], d[1.046,0.275], g[5.295]
Training on Epoch 38 =>: 43%|███████████████████████▉ | 91/213 [00:27<00:36, 3.31it/s]
>91, c[0.000,100], d[0.131,0.009], g[4.448]
Training on Epoch 38 =>: 43%|████████████████████████▏ | 92/213 [00:27<00:36, 3.32it/s]
>92, c[0.000,100], d[0.001,0.091], g[3.426]
Training on Epoch 38 =>: 44%|████████████████████████▍ | 93/213 [00:27<00:36, 3.30it/s]
>93, c[0.000,100], d[0.028,0.073], g[3.299]
Training on Epoch 38 =>: 44%|████████████████████████▋ | 94/213 [00:28<00:36, 3.28it/s]
>94, c[0.000,100], d[0.110,0.131], g[4.347]
Training on Epoch 38 =>: 45%|████████████████████████▉ | 95/213 [00:28<00:35, 3.30it/s]
>95, c[0.000,100], d[0.612,0.013], g[4.648]
Training on Epoch 38 =>: 45%|█████████████████████████▏ | 96/213 [00:28<00:35, 3.32it/s]
>96, c[0.000,100], d[0.223,0.081], g[4.391]
Training on Epoch 38 =>: 46%|█████████████████████████▌ | 97/213 [00:29<00:34, 3.31it/s]
>97, c[0.000,100], d[0.005,0.184], g[3.563]
Training on Epoch 38 =>: 46%|█████████████████████████▊ | 98/213 [00:29<00:34, 3.35it/s]
>98, c[0.000,100], d[0.162,0.363], g[3.173]
Training on Epoch 38 =>: 46%|██████████████████████████ | 99/213 [00:29<00:34, 3.33it/s]
>99, c[0.000,100], d[0.069,0.083], g[3.731]
Training on Epoch 38 =>: 47%|█████████████████████████▊ | 100/213 [00:30<00:33, 3.36it/s]
>100, c[0.000,100], d[0.098,0.415], g[5.189]
Training on Epoch 38 =>: 47%|██████████████████████████ | 101/213 [00:30<00:33, 3.34it/s]
>101, c[0.000,100], d[0.015,0.007], g[4.263]
Training on Epoch 38 =>: 48%|██████████████████████████▎ | 102/213 [00:30<00:33, 3.35it/s]
>102, c[0.000,100], d[0.188,0.030], g[4.435]
Training on Epoch 38 =>: 48%|██████████████████████████▌ | 103/213 [00:30<00:32, 3.35it/s]
>103, c[0.000,100], d[0.144,0.119], g[4.357]
Training on Epoch 38 =>: 49%|██████████████████████████▊ | 104/213 [00:31<00:32, 3.36it/s]
>104, c[0.000,100], d[0.006,0.022], g[3.941]
Training on Epoch 38 =>: 49%|███████████████████████████ | 105/213 [00:31<00:32, 3.35it/s]
>105, c[0.000,100], d[0.585,0.039], g[3.762]
Training on Epoch 38 =>: 50%|███████████████████████████▎ | 106/213 [00:31<00:31, 3.38it/s]
>106, c[0.000,100], d[0.015,0.038], g[4.464]
Training on Epoch 38 =>: 50%|███████████████████████████▋ | 107/213 [00:32<00:31, 3.35it/s]
>107, c[0.000,100], d[0.013,0.060], g[3.345]
Training on Epoch 38 =>: 51%|███████████████████████████▉ | 108/213 [00:32<00:31, 3.36it/s]
>108, c[0.000,100], d[0.006,0.049], g[4.184]
Training on Epoch 38 =>: 51%|████████████████████████████▏ | 109/213 [00:32<00:31, 3.34it/s]
>109, c[0.000,100], d[0.516,0.046], g[3.145]
Training on Epoch 38 =>: 52%|████████████████████████████▍ | 110/213 [00:33<00:30, 3.35it/s]
>110, c[0.000,100], d[0.045,0.196], g[3.895]
Training on Epoch 38 =>: 52%|████████████████████████████▋ | 111/213 [00:33<00:30, 3.36it/s]
>111, c[0.000,100], d[0.007,0.053], g[4.477]
Training on Epoch 38 =>: 53%|████████████████████████████▉ | 112/213 [00:33<00:30, 3.34it/s]
>112, c[0.000,100], d[0.032,0.190], g[3.449]
Training on Epoch 38 =>: 53%|█████████████████████████████▏ | 113/213 [00:33<00:29, 3.35it/s]
>113, c[0.000,100], d[0.005,0.189], g[6.278]
Training on Epoch 38 =>: 54%|█████████████████████████████▍ | 114/213 [00:34<00:29, 3.34it/s]
>114, c[0.000,100], d[0.076,0.062], g[5.129]
Training on Epoch 38 =>: 54%|█████████████████████████████▋ | 115/213 [00:34<00:29, 3.35it/s]
>115, c[0.000,100], d[0.391,0.008], g[3.596]
Training on Epoch 38 =>: 54%|█████████████████████████████▉ | 116/213 [00:34<00:28, 3.35it/s]
>116, c[0.000,100], d[0.010,0.036], g[4.964]
Training on Epoch 38 =>: 55%|██████████████████████████████▏ | 117/213 [00:35<00:28, 3.37it/s]
>117, c[0.000,100], d[0.021,0.024], g[3.768]
Training on Epoch 38 =>: 55%|██████████████████████████████▍ | 118/213 [00:35<00:29, 3.26it/s]
>118, c[0.000,100], d[0.397,0.049], g[3.724]
Training on Epoch 38 =>: 56%|██████████████████████████████▋ | 119/213 [00:35<00:28, 3.24it/s]
>119, c[0.000,100], d[0.004,0.177], g[3.362]
Training on Epoch 38 =>: 56%|██████████████████████████████▉ | 120/213 [00:36<00:28, 3.30it/s]
>120, c[0.000,100], d[0.002,0.018], g[2.830]
Training on Epoch 38 =>: 57%|███████████████████████████████▏ | 121/213 [00:36<00:28, 3.28it/s]
>121, c[0.000,100], d[0.019,0.011], g[4.110]
Training on Epoch 38 =>: 57%|███████████████████████████████▌ | 122/213 [00:36<00:27, 3.30it/s]
>122, c[0.000,100], d[0.007,0.017], g[4.449]
Training on Epoch 38 =>: 58%|███████████████████████████████▊ | 123/213 [00:36<00:27, 3.31it/s]
>123, c[0.000,100], d[0.355,0.063], g[3.578]
Training on Epoch 38 =>: 58%|████████████████████████████████ | 124/213 [00:37<00:27, 3.28it/s]
>124, c[0.000,100], d[0.013,0.074], g[3.345]
Training on Epoch 38 =>: 59%|████████████████████████████████▎ | 125/213 [00:37<00:26, 3.27it/s]
>125, c[0.000,100], d[0.021,0.072], g[3.583]
Training on Epoch 38 =>: 59%|████████████████████████████████▌ | 126/213 [00:37<00:26, 3.29it/s]
>126, c[0.003,100], d[0.007,0.251], g[2.980]
Training on Epoch 38 =>: 60%|████████████████████████████████▊ | 127/213 [00:38<00:25, 3.32it/s]
>127, c[0.000,100], d[0.029,0.008], g[5.050]
Training on Epoch 38 =>: 60%|█████████████████████████████████ | 128/213 [00:38<00:25, 3.32it/s]
>128, c[0.000,100], d[0.081,0.076], g[4.850]
Training on Epoch 38 =>: 61%|█████████████████████████████████▎ | 129/213 [00:38<00:25, 3.33it/s]
>129, c[0.000,100], d[0.011,0.026], g[4.670]
Training on Epoch 38 =>: 61%|█████████████████████████████████▌ | 130/213 [00:39<00:25, 3.30it/s]
>130, c[0.000,100], d[0.020,0.040], g[4.626]
Training on Epoch 38 =>: 62%|█████████████████████████████████▊ | 131/213 [00:39<00:25, 3.28it/s]
>131, c[0.000,100], d[0.023,0.098], g[3.625]
Training on Epoch 38 =>: 62%|██████████████████████████████████ | 132/213 [00:39<00:24, 3.31it/s]
>132, c[0.000,100], d[0.208,0.068], g[5.198]
Training on Epoch 38 =>: 62%|██████████████████████████████████▎ | 133/213 [00:40<00:24, 3.32it/s]
>133, c[0.000,100], d[0.001,0.127], g[4.624]
Training on Epoch 38 =>: 63%|██████████████████████████████████▌ | 134/213 [00:40<00:23, 3.31it/s]
>134, c[0.000,100], d[0.094,0.008], g[5.400]
Training on Epoch 38 =>: 63%|██████████████████████████████████▊ | 135/213 [00:40<00:23, 3.29it/s]
>135, c[0.000,100], d[0.016,0.017], g[4.687]
Training on Epoch 38 =>: 64%|███████████████████████████████████ | 136/213 [00:40<00:23, 3.29it/s]
>136, c[0.000,100], d[0.136,0.115], g[4.919]
Training on Epoch 38 =>: 64%|███████████████████████████████████▍ | 137/213 [00:41<00:22, 3.35it/s]
>137, c[0.000,100], d[0.258,0.018], g[4.935]
Training on Epoch 38 =>: 65%|███████████████████████████████████▋ | 138/213 [00:41<00:22, 3.33it/s]
>138, c[0.000,100], d[0.037,0.107], g[4.369]
Training on Epoch 38 =>: 65%|███████████████████████████████████▉ | 139/213 [00:41<00:22, 3.29it/s]
>139, c[0.000,100], d[0.044,0.111], g[4.871]
Training on Epoch 38 =>: 66%|████████████████████████████████████▏ | 140/213 [00:42<00:22, 3.31it/s]
>140, c[0.000,100], d[0.027,0.298], g[4.721]
Training on Epoch 38 =>: 66%|████████████████████████████████████▍ | 141/213 [00:42<00:21, 3.33it/s]
>141, c[0.000,100], d[0.137,0.106], g[4.555]
Training on Epoch 38 =>: 67%|████████████████████████████████████▋ | 142/213 [00:42<00:21, 3.37it/s]
>142, c[0.000,100], d[0.789,0.372], g[3.523]
Training on Epoch 38 =>: 67%|████████████████████████████████████▉ | 143/213 [00:42<00:20, 3.39it/s]
>143, c[0.000,100], d[0.089,0.007], g[4.264]
Training on Epoch 38 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:43<00:20, 3.37it/s]
>144, c[0.000,100], d[0.003,0.006], g[5.046]
Training on Epoch 38 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:43<00:20, 3.38it/s]
>145, c[0.000,100], d[0.003,0.095], g[4.194]
Training on Epoch 38 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:43<00:19, 3.35it/s]
>146, c[0.000,100], d[0.053,0.834], g[6.709]
Training on Epoch 38 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:44<00:19, 3.36it/s]
>147, c[0.000,100], d[0.070,0.028], g[5.285]
Training on Epoch 38 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:44<00:19, 3.37it/s]
>148, c[0.000,100], d[0.013,0.004], g[4.616]
Training on Epoch 38 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:44<00:19, 3.36it/s]
>149, c[0.000,100], d[0.565,0.014], g[4.187]
Training on Epoch 38 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:45<00:18, 3.34it/s]
>150, c[0.000,100], d[0.010,0.009], g[4.168]
Training on Epoch 38 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:45<00:18, 3.33it/s]
>151, c[0.000,100], d[0.035,0.408], g[5.439]
Training on Epoch 38 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:45<00:18, 3.33it/s]
>152, c[0.000,100], d[0.007,0.070], g[5.931]
Training on Epoch 38 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:45<00:18, 3.31it/s]
>153, c[0.000,100], d[0.949,0.079], g[3.255]
Training on Epoch 38 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:46<00:17, 3.29it/s]
>154, c[0.000,100], d[0.007,0.204], g[4.593]
Training on Epoch 38 =>: 73%|████████████████████████████████████████ | 155/213 [00:46<00:17, 3.26it/s]
>155, c[0.000,100], d[0.002,0.019], g[5.106]
Training on Epoch 38 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:46<00:17, 3.29it/s]
>156, c[0.000,100], d[0.015,0.023], g[4.736]
Training on Epoch 38 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:47<00:17, 3.29it/s]
>157, c[0.000,100], d[0.038,0.021], g[3.796]
Training on Epoch 38 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:47<00:16, 3.29it/s]
>158, c[0.000,100], d[0.019,1.270], g[4.618]
Training on Epoch 38 =>: 75%|█████████████████████████████████████████ | 159/213 [00:47<00:16, 3.32it/s]
>159, c[0.000,100], d[0.010,0.019], g[5.014]
Training on Epoch 38 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:48<00:16, 3.31it/s]
>160, c[0.000,100], d[0.918,0.912], g[3.926]
Training on Epoch 38 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:48<00:15, 3.33it/s]
>161, c[0.000,100], d[0.245,0.045], g[3.730]
Training on Epoch 38 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:48<00:15, 3.31it/s]
>162, c[0.000,100], d[1.863,0.177], g[3.608]
Training on Epoch 38 =>: 77%|██████████████████████████████████████████ | 163/213 [00:49<00:15, 3.28it/s]
>163, c[0.000,100], d[0.040,0.130], g[3.529]
Training on Epoch 38 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:49<00:14, 3.27it/s]
>164, c[0.000,100], d[0.465,0.299], g[3.654]
Training on Epoch 38 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:49<00:14, 3.30it/s]
>165, c[0.000,100], d[0.002,0.031], g[2.833]
Training on Epoch 38 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:49<00:14, 3.33it/s]
>166, c[0.000,100], d[0.073,0.184], g[3.121]
Training on Epoch 38 =>: 78%|███████████████████████████████████████████ | 167/213 [00:50<00:13, 3.32it/s]
>167, c[0.000,100], d[0.004,0.101], g[3.750]
Training on Epoch 38 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:50<00:13, 3.32it/s]
>168, c[0.000,100], d[0.003,0.015], g[4.102]
Training on Epoch 38 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:50<00:13, 3.30it/s]
>169, c[0.000,100], d[0.032,0.053], g[4.340]
Training on Epoch 38 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:51<00:12, 3.33it/s]
>170, c[0.000,100], d[0.008,0.017], g[2.986]
Training on Epoch 38 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:51<00:12, 3.33it/s]
>171, c[0.000,100], d[0.015,0.030], g[3.003]
Training on Epoch 38 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:51<00:12, 3.34it/s]
>172, c[0.000,100], d[0.003,0.211], g[4.354]
Training on Epoch 38 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:52<00:11, 3.36it/s]
>173, c[0.005,100], d[0.001,0.335], g[4.572]
Training on Epoch 38 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:52<00:11, 3.34it/s]
>174, c[0.000,100], d[0.454,0.032], g[3.791]
Training on Epoch 38 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:52<00:11, 3.32it/s]
>175, c[0.000,100], d[0.022,0.028], g[3.805]
Training on Epoch 38 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:52<00:11, 3.33it/s]
>176, c[0.000,100], d[0.002,0.040], g[3.808]
Training on Epoch 38 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:53<00:10, 3.37it/s]
>177, c[0.000,100], d[0.110,0.046], g[3.819]
Training on Epoch 38 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:53<00:10, 3.35it/s]
>178, c[0.000,100], d[0.265,0.040], g[3.189]
Training on Epoch 38 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:53<00:10, 3.33it/s]
>179, c[0.000,100], d[0.093,0.265], g[3.220]
Training on Epoch 38 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:54<00:09, 3.35it/s]
>180, c[0.000,100], d[0.001,0.080], g[4.942]
Training on Epoch 38 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:54<00:09, 3.29it/s]
>181, c[0.000,100], d[0.012,0.085], g[4.343]
Training on Epoch 38 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:54<00:09, 3.31it/s]
>182, c[0.000,100], d[0.147,0.381], g[5.406]
Training on Epoch 38 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:55<00:09, 3.33it/s]
>183, c[0.000,100], d[0.191,0.147], g[4.667]
Training on Epoch 38 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:55<00:08, 3.33it/s]
>184, c[0.000,100], d[0.968,0.467], g[4.619]
Training on Epoch 38 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:55<00:08, 3.33it/s]
>185, c[0.000,100], d[1.038,0.020], g[3.216]
Training on Epoch 38 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:55<00:08, 3.27it/s]
>186, c[0.000,100], d[0.059,0.029], g[2.669]
Training on Epoch 38 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:56<00:07, 3.29it/s]
>187, c[0.000,100], d[0.038,0.067], g[3.391]
Training on Epoch 38 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:56<00:07, 3.30it/s]
>188, c[0.000,100], d[0.012,0.018], g[2.956]
Training on Epoch 38 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:56<00:07, 3.31it/s]
>189, c[0.000,100], d[0.322,0.085], g[3.073]
Training on Epoch 38 =>: 89%|█████████████████████████████████████████████████ | 190/213 [00:57<00:06, 3.29it/s]
>190, c[0.000,100], d[0.101,0.320], g[3.599]
Training on Epoch 38 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [00:57<00:06, 3.32it/s]
>191, c[0.000,100], d[0.007,0.086], g[4.307]
Training on Epoch 38 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [00:57<00:06, 3.31it/s]
>192, c[0.000,100], d[0.096,0.370], g[4.643]
Training on Epoch 38 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [00:58<00:06, 3.29it/s]
>193, c[0.000,100], d[0.523,0.068], g[3.372]
Training on Epoch 38 =>: 91%|██████████████████████████████████████████████████ | 194/213 [00:58<00:05, 3.32it/s]
>194, c[0.000,100], d[0.040,0.056], g[3.510]
Training on Epoch 38 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [00:58<00:05, 3.32it/s]
>195, c[0.000,100], d[0.029,0.011], g[4.223]
Training on Epoch 38 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [00:58<00:05, 3.34it/s]
>196, c[0.000,100], d[0.000,0.019], g[3.778]
Training on Epoch 38 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [00:59<00:04, 3.34it/s]
>197, c[0.000,100], d[0.005,0.016], g[4.328]
Training on Epoch 38 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [00:59<00:04, 3.34it/s]
>198, c[0.000,100], d[0.087,0.009], g[3.430]
Training on Epoch 38 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [00:59<00:04, 3.35it/s]
>199, c[0.000,100], d[0.010,0.016], g[3.199]
Training on Epoch 38 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:00<00:03, 3.38it/s]
>200, c[0.000,100], d[0.036,0.294], g[4.813]
Training on Epoch 38 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:00<00:03, 3.38it/s]
>201, c[0.000,100], d[0.007,0.016], g[4.161]
Training on Epoch 38 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:00<00:03, 3.31it/s]
>202, c[0.000,100], d[0.032,0.016], g[5.045]
Training on Epoch 38 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:01<00:03, 3.26it/s]
>203, c[0.000,100], d[0.065,0.039], g[3.929]
Training on Epoch 38 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:01<00:02, 3.28it/s]
>204, c[0.000,100], d[0.324,0.018], g[3.764]
Training on Epoch 38 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:01<00:02, 3.30it/s]
>205, c[0.000,100], d[0.004,0.072], g[3.439]
Training on Epoch 38 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:01<00:02, 3.32it/s]
>206, c[0.000,100], d[0.062,0.216], g[2.849]
Training on Epoch 38 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:02<00:01, 3.34it/s]
>207, c[0.003,100], d[0.150,0.019], g[3.922]
Training on Epoch 38 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:02<00:01, 3.34it/s]
>208, c[0.000,100], d[0.041,0.082], g[2.204]
Training on Epoch 38 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:02<00:01, 3.33it/s]
>209, c[0.000,100], d[0.001,0.036], g[3.740]
Training on Epoch 38 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:03<00:00, 3.34it/s]
>210, c[0.000,100], d[0.008,0.122], g[2.856]
Training on Epoch 38 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:03<00:00, 3.35it/s]
>211, c[0.000,100], d[0.034,0.012], g[5.008]
Training on Epoch 38 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:03<00:00, 3.38it/s]
>212, c[0.000,100], d[0.274,0.303], g[4.139]
Training on Epoch 38 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:04<00:00, 3.32it/s]
>213, c[0.000,100], d[0.174,0.088], g[4.448]
EPOCHS =>: 76%|█████████████████████████████████████████████████████▉ | 38/50 [47:26<13:24, 67.02s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 39 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 39 =>: 0%|▎ | 1/213 [00:00<01:02, 3.38it/s]
>1, c[0.000,100], d[0.001,0.102], g[3.784]
Training on Epoch 39 =>: 1%|▌ | 2/213 [00:00<01:04, 3.25it/s]
>2, c[0.000,100], d[0.371,0.043], g[4.033]
Training on Epoch 39 =>: 1%|▊ | 3/213 [00:00<01:04, 3.25it/s]
>3, c[0.000,100], d[0.041,0.032], g[2.777]
Training on Epoch 39 =>: 2%|█ | 4/213 [00:01<01:03, 3.29it/s]
>4, c[0.000,100], d[0.001,0.051], g[4.705]
Training on Epoch 39 =>: 2%|█▎ | 5/213 [00:01<01:03, 3.29it/s]
>5, c[0.000,100], d[0.036,0.099], g[4.162]
Training on Epoch 39 =>: 3%|█▌ | 6/213 [00:01<01:03, 3.28it/s]
>6, c[0.000,100], d[0.359,0.059], g[4.356]
Training on Epoch 39 =>: 3%|█▊ | 7/213 [00:02<01:03, 3.27it/s]
>7, c[0.000,100], d[0.000,0.042], g[4.529]
Training on Epoch 39 =>: 4%|██▏ | 8/213 [00:02<01:02, 3.29it/s]
>8, c[0.000,100], d[0.014,0.007], g[5.074]
Training on Epoch 39 =>: 4%|██▍ | 9/213 [00:02<01:02, 3.28it/s]
>9, c[0.000,100], d[0.679,0.221], g[3.929]
Training on Epoch 39 =>: 5%|██▋ | 10/213 [00:03<01:01, 3.30it/s]
>10, c[0.000,100], d[0.029,0.037], g[3.460]
Training on Epoch 39 =>: 5%|██▉ | 11/213 [00:03<01:01, 3.31it/s]
>11, c[0.000,100], d[0.059,0.005], g[4.381]
Training on Epoch 39 =>: 6%|███▏ | 12/213 [00:03<01:00, 3.32it/s]
>12, c[0.000,100], d[0.024,0.243], g[4.588]
Training on Epoch 39 =>: 6%|███▍ | 13/213 [00:03<01:00, 3.30it/s]
>13, c[0.000,100], d[0.003,0.058], g[4.833]
Training on Epoch 39 =>: 7%|███▋ | 14/213 [00:04<01:01, 3.26it/s]
>14, c[0.000,100], d[0.061,0.014], g[4.572]
Training on Epoch 39 =>: 7%|███▉ | 15/213 [00:04<01:01, 3.23it/s]
>15, c[0.000,100], d[0.003,0.099], g[4.247]
Training on Epoch 39 =>: 8%|████▏ | 16/213 [00:04<01:00, 3.24it/s]
>16, c[0.000,100], d[0.011,0.218], g[4.271]
Training on Epoch 39 =>: 8%|████▍ | 17/213 [00:05<00:59, 3.28it/s]
>17, c[0.000,100], d[0.139,0.057], g[3.879]
Training on Epoch 39 =>: 8%|████▋ | 18/213 [00:05<00:59, 3.26it/s]
>18, c[0.000,100], d[0.074,0.442], g[4.401]
Training on Epoch 39 =>: 9%|████▉ | 19/213 [00:05<00:59, 3.28it/s]
>19, c[0.000,100], d[0.012,0.013], g[4.846]
Training on Epoch 39 =>: 9%|█████▎ | 20/213 [00:06<00:58, 3.31it/s]
>20, c[0.001,100], d[0.018,0.012], g[4.931]
Training on Epoch 39 =>: 10%|█████▌ | 21/213 [00:06<00:58, 3.29it/s]
>21, c[0.000,100], d[0.115,0.006], g[4.936]
Training on Epoch 39 =>: 10%|█████▊ | 22/213 [00:06<00:57, 3.33it/s]
>22, c[0.000,100], d[0.044,0.014], g[3.284]
Training on Epoch 39 =>: 11%|██████ | 23/213 [00:06<00:57, 3.32it/s]
>23, c[0.000,100], d[0.032,0.009], g[4.273]
Training on Epoch 39 =>: 11%|██████▎ | 24/213 [00:07<00:56, 3.33it/s]
>24, c[0.000,100], d[0.010,0.084], g[2.799]
Training on Epoch 39 =>: 12%|██████▌ | 25/213 [00:07<00:56, 3.33it/s]
>25, c[0.000,100], d[0.628,0.034], g[2.607]
Training on Epoch 39 =>: 12%|██████▊ | 26/213 [00:07<00:56, 3.32it/s]
>26, c[0.000,100], d[0.393,0.142], g[3.833]
Training on Epoch 39 =>: 13%|███████ | 27/213 [00:08<00:55, 3.34it/s]
>27, c[0.000,100], d[0.006,0.314], g[4.771]
Training on Epoch 39 =>: 13%|███████▎ | 28/213 [00:08<00:55, 3.32it/s]
>28, c[0.000,100], d[0.043,0.121], g[3.693]
Training on Epoch 39 =>: 14%|███████▌ | 29/213 [00:08<01:05, 2.82it/s]
>29, c[0.000,100], d[0.045,0.055], g[4.650]
Training on Epoch 39 =>: 14%|███████▉ | 30/213 [00:09<01:11, 2.58it/s]
>30, c[0.000,100], d[0.293,0.023], g[4.056]
Training on Epoch 39 =>: 15%|████████▏ | 31/213 [00:09<01:15, 2.41it/s]
>31, c[0.000,100], d[0.074,0.038], g[4.013]
Training on Epoch 39 =>: 15%|████████▍ | 32/213 [00:10<01:17, 2.33it/s]
>32, c[0.000,100], d[0.023,0.032], g[3.849]
Training on Epoch 39 =>: 15%|████████▋ | 33/213 [00:10<01:19, 2.25it/s]
>33, c[0.000,100], d[0.033,0.132], g[3.861]
Training on Epoch 39 =>: 16%|████████▉ | 34/213 [00:11<01:22, 2.18it/s]
>34, c[0.000,100], d[0.000,0.744], g[7.165]
Training on Epoch 39 =>: 16%|█████████▏ | 35/213 [00:11<01:22, 2.16it/s]
>35, c[0.000,100], d[0.488,0.026], g[5.275]
Training on Epoch 39 =>: 17%|█████████▍ | 36/213 [00:12<01:22, 2.15it/s]
>36, c[0.000,100], d[0.642,0.669], g[5.379]
Training on Epoch 39 =>: 17%|█████████▋ | 37/213 [00:12<01:21, 2.15it/s]
>37, c[0.000,100], d[0.193,0.011], g[3.516]
Training on Epoch 39 =>: 18%|█████████▉ | 38/213 [00:13<01:21, 2.16it/s]
>38, c[0.008,100], d[0.255,0.094], g[3.694]
Training on Epoch 39 =>: 18%|██████████▎ | 39/213 [00:13<01:21, 2.14it/s]
>39, c[0.001,100], d[0.001,0.151], g[3.398]
Training on Epoch 39 =>: 19%|██████████▌ | 40/213 [00:14<01:21, 2.12it/s]
>40, c[0.000,100], d[0.003,0.112], g[4.500]
Training on Epoch 39 =>: 19%|██████████▊ | 41/213 [00:14<01:21, 2.11it/s]
>41, c[0.000,100], d[0.011,0.011], g[4.882]
Training on Epoch 39 =>: 20%|███████████ | 42/213 [00:15<01:20, 2.12it/s]
>42, c[0.000,100], d[0.214,0.222], g[4.982]
Training on Epoch 39 =>: 20%|███████████▎ | 43/213 [00:15<01:20, 2.12it/s]
>43, c[0.000,100], d[0.011,0.044], g[4.156]
Training on Epoch 39 =>: 21%|███████████▌ | 44/213 [00:16<01:18, 2.14it/s]
>44, c[0.000,100], d[0.138,0.049], g[4.567]
Training on Epoch 39 =>: 21%|███████████▊ | 45/213 [00:16<01:18, 2.13it/s]
>45, c[0.000,100], d[0.607,0.016], g[3.846]
Training on Epoch 39 =>: 22%|████████████ | 46/213 [00:17<01:18, 2.12it/s]
>46, c[0.000,100], d[0.003,0.027], g[2.977]
Training on Epoch 39 =>: 22%|████████████▎ | 47/213 [00:17<01:18, 2.13it/s]
>47, c[0.000,100], d[0.033,0.162], g[3.556]
Training on Epoch 39 =>: 23%|████████████▌ | 48/213 [00:17<01:17, 2.13it/s]
>48, c[0.000,100], d[0.014,0.013], g[3.904]
Training on Epoch 39 =>: 23%|████████████▉ | 49/213 [00:18<01:16, 2.14it/s]
>49, c[0.000,100], d[0.010,0.011], g[4.470]
Training on Epoch 39 =>: 23%|█████████████▏ | 50/213 [00:18<01:17, 2.11it/s]
>50, c[0.000,100], d[0.073,0.016], g[2.977]
Training on Epoch 39 =>: 24%|█████████████▍ | 51/213 [00:19<01:16, 2.12it/s]
>51, c[0.000,100], d[0.072,0.051], g[2.834]
Training on Epoch 39 =>: 24%|█████████████▋ | 52/213 [00:19<01:16, 2.11it/s]
>52, c[0.000,100], d[0.047,0.022], g[3.500]
Training on Epoch 39 =>: 25%|█████████████▉ | 53/213 [00:20<01:15, 2.12it/s]
>53, c[0.000,100], d[0.215,0.342], g[3.848]
Training on Epoch 39 =>: 25%|██████████████▏ | 54/213 [00:20<01:14, 2.12it/s]
>54, c[0.000,100], d[0.334,0.149], g[4.792]
Training on Epoch 39 =>: 26%|██████████████▍ | 55/213 [00:21<01:14, 2.11it/s]
>55, c[0.000,100], d[0.057,0.341], g[5.718]
Training on Epoch 39 =>: 26%|██████████████▋ | 56/213 [00:21<01:14, 2.11it/s]
>56, c[0.000,100], d[0.001,0.002], g[6.713]
Training on Epoch 39 =>: 27%|██████████████▉ | 57/213 [00:22<01:13, 2.12it/s]
>57, c[0.000,100], d[0.179,0.023], g[5.670]
Training on Epoch 39 =>: 27%|███████████████▏ | 58/213 [00:22<01:12, 2.13it/s]
>58, c[0.000,100], d[0.000,0.011], g[5.388]
Training on Epoch 39 =>: 28%|███████████████▌ | 59/213 [00:23<01:12, 2.13it/s]
>59, c[0.000,100], d[0.303,0.055], g[4.875]
Training on Epoch 39 =>: 28%|███████████████▊ | 60/213 [00:23<01:11, 2.13it/s]
>60, c[0.000,100], d[0.000,0.014], g[4.583]
Training on Epoch 39 =>: 29%|████████████████ | 61/213 [00:24<01:11, 2.13it/s]
>61, c[0.000,100], d[0.000,0.297], g[5.383]
Training on Epoch 39 =>: 29%|████████████████▎ | 62/213 [00:24<01:07, 2.22it/s]
>62, c[0.000,100], d[0.004,0.012], g[5.137]
Training on Epoch 39 =>: 30%|████████████████▌ | 63/213 [00:25<01:38, 1.52it/s]
>63, c[0.000,100], d[0.003,0.058], g[5.287]
Training on Epoch 39 =>: 30%|████████████████▊ | 64/213 [00:25<01:21, 1.83it/s]
>64, c[0.000,100], d[0.134,0.006], g[5.991]
Training on Epoch 39 =>: 31%|█████████████████ | 65/213 [00:26<01:10, 2.11it/s]
>65, c[0.000,100], d[0.009,0.004], g[4.237]
Training on Epoch 39 =>: 31%|█████████████████▎ | 66/213 [00:26<01:02, 2.37it/s]
>66, c[0.000,100], d[0.064,0.023], g[4.677]
Training on Epoch 39 =>: 31%|█████████████████▌ | 67/213 [00:26<00:56, 2.58it/s]
>67, c[0.000,100], d[0.008,0.313], g[5.533]
Training on Epoch 39 =>: 32%|█████████████████▉ | 68/213 [00:27<00:52, 2.78it/s]
>68, c[0.000,100], d[0.011,0.010], g[5.960]
Training on Epoch 39 =>: 32%|██████████████████▏ | 69/213 [00:27<00:49, 2.92it/s]
>69, c[0.000,100], d[0.008,0.004], g[5.112]
Training on Epoch 39 =>: 33%|██████████████████▍ | 70/213 [00:27<00:47, 3.01it/s]
>70, c[0.000,100], d[0.052,0.056], g[5.476]
Training on Epoch 39 =>: 33%|██████████████████▋ | 71/213 [00:28<00:45, 3.12it/s]
>71, c[0.000,100], d[0.003,0.022], g[6.485]
Training on Epoch 39 =>: 34%|██████████████████▉ | 72/213 [00:28<00:44, 3.19it/s]
>72, c[0.000,100], d[0.162,0.012], g[4.634]
Training on Epoch 39 =>: 34%|███████████████████▏ | 73/213 [00:28<00:42, 3.26it/s]
>73, c[0.000,100], d[0.032,0.036], g[5.545]
Training on Epoch 39 =>: 35%|███████████████████▍ | 74/213 [00:28<00:42, 3.30it/s]
>74, c[0.000,100], d[0.002,0.620], g[6.547]
Training on Epoch 39 =>: 35%|███████████████████▋ | 75/213 [00:29<00:42, 3.27it/s]
>75, c[0.000,100], d[0.018,0.002], g[6.867]
Training on Epoch 39 =>: 36%|███████████████████▉ | 76/213 [00:29<00:41, 3.28it/s]
>76, c[0.000,100], d[0.262,0.008], g[5.954]
Training on Epoch 39 =>: 36%|████████████████████▏ | 77/213 [00:29<00:40, 3.32it/s]
>77, c[0.000,100], d[0.346,0.290], g[3.934]
Training on Epoch 39 =>: 37%|████████████████████▌ | 78/213 [00:30<00:40, 3.31it/s]
>78, c[0.000,100], d[0.001,0.018], g[4.513]
Training on Epoch 39 =>: 37%|████████████████████▊ | 79/213 [00:30<00:42, 3.18it/s]
>79, c[0.000,100], d[0.021,0.013], g[4.772]
Training on Epoch 39 =>: 38%|█████████████████████ | 80/213 [00:30<00:41, 3.23it/s]
>80, c[0.000,100], d[0.010,0.009], g[4.870]
Training on Epoch 39 =>: 38%|█████████████████████▎ | 81/213 [00:31<00:40, 3.22it/s]
>81, c[0.011,100], d[0.001,0.040], g[5.454]
Training on Epoch 39 =>: 38%|█████████████████████▌ | 82/213 [00:31<00:40, 3.24it/s]
>82, c[0.000,100], d[0.434,0.022], g[4.072]
Training on Epoch 39 =>: 39%|█████████████████████▊ | 83/213 [00:31<00:39, 3.27it/s]
>83, c[0.000,100], d[0.045,0.067], g[2.998]
Training on Epoch 39 =>: 39%|██████████████████████ | 84/213 [00:31<00:39, 3.29it/s]
>84, c[0.000,100], d[0.369,0.259], g[2.484]
Training on Epoch 39 =>: 40%|██████████████████████▎ | 85/213 [00:32<00:39, 3.28it/s]
>85, c[0.000,100], d[0.445,0.811], g[3.235]
Training on Epoch 39 =>: 40%|██████████████████████▌ | 86/213 [00:32<00:38, 3.30it/s]
>86, c[0.000,100], d[0.040,0.118], g[3.024]
Training on Epoch 39 =>: 41%|██████████████████████▊ | 87/213 [00:32<00:38, 3.31it/s]
>87, c[0.000,100], d[0.006,0.332], g[4.449]
Training on Epoch 39 =>: 41%|███████████████████████▏ | 88/213 [00:33<00:37, 3.33it/s]
>88, c[0.000,100], d[0.117,0.015], g[4.357]
Training on Epoch 39 =>: 42%|███████████████████████▍ | 89/213 [00:33<00:37, 3.32it/s]
>89, c[0.000,100], d[0.465,0.020], g[3.605]
Training on Epoch 39 =>: 42%|███████████████████████▋ | 90/213 [00:33<00:36, 3.34it/s]
>90, c[0.000,100], d[0.026,0.098], g[3.713]
Training on Epoch 39 =>: 43%|███████████████████████▉ | 91/213 [00:34<00:36, 3.37it/s]
>91, c[0.000,100], d[0.036,0.150], g[3.994]
Training on Epoch 39 =>: 43%|████████████████████████▏ | 92/213 [00:34<00:36, 3.34it/s]
>92, c[0.000,100], d[0.156,0.024], g[4.224]
Training on Epoch 39 =>: 44%|████████████████████████▍ | 93/213 [00:34<00:35, 3.36it/s]
>93, c[0.000,100], d[0.142,0.054], g[4.348]
Training on Epoch 39 =>: 44%|████████████████████████▋ | 94/213 [00:34<00:35, 3.38it/s]
>94, c[0.001,100], d[0.003,0.015], g[3.844]
Training on Epoch 39 =>: 45%|████████████████████████▉ | 95/213 [00:35<00:34, 3.38it/s]
>95, c[0.000,100], d[0.000,0.038], g[4.049]
Training on Epoch 39 =>: 45%|█████████████████████████▏ | 96/213 [00:35<00:34, 3.39it/s]
>96, c[0.000,100], d[0.001,0.016], g[3.756]
Training on Epoch 39 =>: 46%|█████████████████████████▌ | 97/213 [00:35<00:34, 3.38it/s]
>97, c[0.000,100], d[0.001,0.020], g[3.328]
Training on Epoch 39 =>: 46%|█████████████████████████▊ | 98/213 [00:36<00:34, 3.38it/s]
>98, c[0.000,100], d[0.008,0.062], g[4.454]
Training on Epoch 39 =>: 46%|██████████████████████████ | 99/213 [00:36<00:33, 3.38it/s]
>99, c[0.000,100], d[0.006,0.049], g[4.314]
Training on Epoch 39 =>: 47%|█████████████████████████▊ | 100/213 [00:36<00:33, 3.37it/s]
>100, c[0.000,100], d[0.048,0.037], g[4.907]
Training on Epoch 39 =>: 47%|██████████████████████████ | 101/213 [00:37<00:33, 3.37it/s]
>101, c[0.000,100], d[0.020,0.430], g[5.301]
Training on Epoch 39 =>: 48%|██████████████████████████▎ | 102/213 [00:37<00:33, 3.36it/s]
>102, c[0.000,100], d[0.022,0.198], g[4.987]
Training on Epoch 39 =>: 48%|██████████████████████████▌ | 103/213 [00:37<00:33, 3.28it/s]
>103, c[0.000,100], d[0.060,0.010], g[5.257]
Training on Epoch 39 =>: 49%|██████████████████████████▊ | 104/213 [00:37<00:33, 3.22it/s]
>104, c[0.000,100], d[0.003,0.005], g[5.578]
Training on Epoch 39 =>: 49%|███████████████████████████ | 105/213 [00:38<00:33, 3.24it/s]
>105, c[0.000,100], d[0.043,0.045], g[5.437]
Training on Epoch 39 =>: 50%|███████████████████████████▎ | 106/213 [00:38<00:32, 3.26it/s]
>106, c[0.000,100], d[0.160,0.006], g[4.956]
Training on Epoch 39 =>: 50%|███████████████████████████▋ | 107/213 [00:38<00:32, 3.28it/s]
>107, c[0.000,100], d[0.013,0.016], g[4.538]
Training on Epoch 39 =>: 51%|███████████████████████████▉ | 108/213 [00:39<00:32, 3.27it/s]
>108, c[0.000,100], d[0.004,0.008], g[4.371]
Training on Epoch 39 =>: 51%|████████████████████████████▏ | 109/213 [00:39<00:31, 3.25it/s]
>109, c[0.000,100], d[0.228,0.061], g[3.363]
Training on Epoch 39 =>: 52%|████████████████████████████▍ | 110/213 [00:39<00:32, 3.21it/s]
>110, c[0.000,100], d[0.009,0.019], g[4.326]
Training on Epoch 39 =>: 52%|████████████████████████████▋ | 111/213 [00:40<00:31, 3.23it/s]
>111, c[0.000,100], d[0.004,0.139], g[3.753]
Training on Epoch 39 =>: 53%|████████████████████████████▉ | 112/213 [00:40<00:31, 3.23it/s]
>112, c[0.000,100], d[0.003,0.015], g[4.924]
Training on Epoch 39 =>: 53%|█████████████████████████████▏ | 113/213 [00:40<00:30, 3.26it/s]
>113, c[0.000,100], d[0.133,0.394], g[5.228]
Training on Epoch 39 =>: 54%|█████████████████████████████▍ | 114/213 [00:41<00:30, 3.25it/s]
>114, c[0.000,100], d[0.019,0.004], g[4.783]
Training on Epoch 39 =>: 54%|█████████████████████████████▋ | 115/213 [00:41<00:29, 3.29it/s]
>115, c[0.000,100], d[0.002,0.041], g[5.830]
Training on Epoch 39 =>: 54%|█████████████████████████████▉ | 116/213 [00:41<00:29, 3.28it/s]
>116, c[0.000,100], d[0.015,0.011], g[5.411]
Training on Epoch 39 =>: 55%|██████████████████████████████▏ | 117/213 [00:41<00:29, 3.28it/s]
>117, c[0.000,100], d[0.077,0.179], g[5.278]
Training on Epoch 39 =>: 55%|██████████████████████████████▍ | 118/213 [00:42<00:29, 3.27it/s]
>118, c[0.007,100], d[0.310,0.066], g[4.562]
Training on Epoch 39 =>: 56%|██████████████████████████████▋ | 119/213 [00:42<00:28, 3.28it/s]
>119, c[0.000,100], d[0.122,0.031], g[3.366]
Training on Epoch 39 =>: 56%|██████████████████████████████▉ | 120/213 [00:42<00:28, 3.27it/s]
>120, c[0.000,100], d[0.001,0.252], g[4.455]
Training on Epoch 39 =>: 57%|███████████████████████████████▏ | 121/213 [00:43<00:28, 3.28it/s]
>121, c[0.000,100], d[0.065,0.031], g[4.231]
Training on Epoch 39 =>: 57%|███████████████████████████████▌ | 122/213 [00:43<00:27, 3.27it/s]
>122, c[0.000,100], d[0.040,0.024], g[3.940]
Training on Epoch 39 =>: 58%|███████████████████████████████▊ | 123/213 [00:43<00:27, 3.29it/s]
>123, c[0.000,100], d[0.329,0.189], g[4.419]
Training on Epoch 39 =>: 58%|████████████████████████████████ | 124/213 [00:44<00:27, 3.24it/s]
>124, c[0.000,100], d[0.032,0.168], g[5.396]
Training on Epoch 39 =>: 59%|████████████████████████████████▎ | 125/213 [00:44<00:27, 3.26it/s]
>125, c[0.000,100], d[0.011,0.068], g[6.250]
Training on Epoch 39 =>: 59%|████████████████████████████████▌ | 126/213 [00:44<00:26, 3.27it/s]
>126, c[0.000,100], d[0.422,0.200], g[4.377]
Training on Epoch 39 =>: 60%|████████████████████████████████▊ | 127/213 [00:45<00:26, 3.26it/s]
>127, c[0.000,100], d[0.289,0.006], g[4.488]
Training on Epoch 39 =>: 60%|█████████████████████████████████ | 128/213 [00:45<00:25, 3.27it/s]
>128, c[0.000,100], d[0.102,0.265], g[4.216]
Training on Epoch 39 =>: 61%|█████████████████████████████████▎ | 129/213 [00:45<00:25, 3.25it/s]
>129, c[0.011,100], d[0.001,0.007], g[4.462]
Training on Epoch 39 =>: 61%|█████████████████████████████████▌ | 130/213 [00:45<00:25, 3.25it/s]
>130, c[0.000,100], d[0.022,0.044], g[4.704]
Training on Epoch 39 =>: 62%|█████████████████████████████████▊ | 131/213 [00:46<00:25, 3.25it/s]
>131, c[0.000,100], d[0.011,0.009], g[5.820]
Training on Epoch 39 =>: 62%|██████████████████████████████████ | 132/213 [00:46<00:24, 3.25it/s]
>132, c[0.000,100], d[0.001,0.009], g[4.357]
Training on Epoch 39 =>: 62%|██████████████████████████████████▎ | 133/213 [00:46<00:24, 3.25it/s]
>133, c[0.000,100], d[0.018,0.027], g[5.190]
Training on Epoch 39 =>: 63%|██████████████████████████████████▌ | 134/213 [00:47<00:24, 3.25it/s]
>134, c[0.000,100], d[0.155,0.017], g[4.909]
Training on Epoch 39 =>: 63%|██████████████████████████████████▊ | 135/213 [00:47<00:23, 3.30it/s]
>135, c[0.000,100], d[0.012,0.052], g[2.520]
Training on Epoch 39 =>: 64%|███████████████████████████████████ | 136/213 [00:47<00:23, 3.29it/s]
>136, c[0.000,100], d[0.035,0.134], g[5.404]
Training on Epoch 39 =>: 64%|███████████████████████████████████▍ | 137/213 [00:48<00:23, 3.24it/s]
>137, c[0.000,100], d[0.106,0.030], g[3.749]
Training on Epoch 39 =>: 65%|███████████████████████████████████▋ | 138/213 [00:48<00:23, 3.25it/s]
>138, c[0.000,100], d[0.082,0.102], g[3.041]
Training on Epoch 39 =>: 65%|███████████████████████████████████▉ | 139/213 [00:48<00:22, 3.25it/s]
>139, c[0.000,100], d[0.015,0.015], g[3.921]
Training on Epoch 39 =>: 66%|████████████████████████████████████▏ | 140/213 [00:49<00:22, 3.22it/s]
>140, c[0.000,100], d[0.003,0.018], g[3.579]
Training on Epoch 39 =>: 66%|████████████████████████████████████▍ | 141/213 [00:49<00:22, 3.23it/s]
>141, c[0.000,100], d[0.002,0.149], g[4.756]
Training on Epoch 39 =>: 67%|████████████████████████████████████▋ | 142/213 [00:49<00:21, 3.27it/s]
>142, c[0.000,100], d[0.038,0.101], g[4.101]
Training on Epoch 39 =>: 67%|████████████████████████████████████▉ | 143/213 [00:49<00:21, 3.28it/s]
>143, c[0.000,100], d[0.224,0.007], g[2.728]
Training on Epoch 39 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:50<00:21, 3.28it/s]
>144, c[0.000,100], d[0.004,0.690], g[5.467]
Training on Epoch 39 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:50<00:20, 3.31it/s]
>145, c[0.000,100], d[0.212,0.025], g[4.866]
Training on Epoch 39 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:50<00:20, 3.28it/s]
>146, c[0.000,100], d[0.051,0.251], g[6.069]
Training on Epoch 39 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:51<00:20, 3.27it/s]
>147, c[0.000,100], d[0.012,0.003], g[5.336]
Training on Epoch 39 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:51<00:19, 3.27it/s]
>148, c[0.000,100], d[0.008,0.079], g[6.291]
Training on Epoch 39 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:51<00:19, 3.30it/s]
>149, c[0.000,100], d[0.095,0.055], g[6.330]
Training on Epoch 39 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:52<00:19, 3.31it/s]
>150, c[0.000,100], d[0.235,0.016], g[6.047]
Training on Epoch 39 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:52<00:18, 3.31it/s]
>151, c[0.000,100], d[0.514,0.118], g[4.781]
Training on Epoch 39 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:52<00:18, 3.29it/s]
>152, c[0.000,100], d[0.022,0.011], g[4.783]
Training on Epoch 39 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:52<00:18, 3.30it/s]
>153, c[0.000,100], d[0.011,0.020], g[5.240]
Training on Epoch 39 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:53<00:17, 3.29it/s]
>154, c[0.000,100], d[0.096,0.027], g[4.114]
Training on Epoch 39 =>: 73%|████████████████████████████████████████ | 155/213 [00:53<00:17, 3.25it/s]
>155, c[0.000,100], d[0.000,0.070], g[4.501]
Training on Epoch 39 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:53<00:18, 3.14it/s]
>156, c[0.000,100], d[0.000,0.396], g[5.104]
Training on Epoch 39 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:54<00:17, 3.17it/s]
>157, c[0.000,100], d[0.060,0.008], g[5.263]
Training on Epoch 39 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:54<00:17, 3.17it/s]
>158, c[0.000,100], d[0.034,0.004], g[5.683]
Training on Epoch 39 =>: 75%|█████████████████████████████████████████ | 159/213 [00:54<00:16, 3.21it/s]
>159, c[0.000,100], d[0.001,0.010], g[5.154]
Training on Epoch 39 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:55<00:16, 3.21it/s]
>160, c[0.000,100], d[0.065,0.008], g[5.447]
Training on Epoch 39 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:55<00:16, 3.25it/s]
>161, c[0.000,100], d[0.024,0.005], g[4.194]
Training on Epoch 39 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:55<00:15, 3.25it/s]
>162, c[0.000,100], d[0.179,0.016], g[4.261]
Training on Epoch 39 =>: 77%|██████████████████████████████████████████ | 163/213 [00:56<00:15, 3.25it/s]
>163, c[0.000,100], d[0.003,0.038], g[2.999]
Training on Epoch 39 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:56<00:15, 3.24it/s]
>164, c[0.000,100], d[0.001,0.068], g[4.346]
Training on Epoch 39 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:56<00:14, 3.24it/s]
>165, c[0.000,100], d[0.024,0.025], g[5.382]
Training on Epoch 39 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:57<00:14, 3.24it/s]
>166, c[0.000,100], d[0.001,0.017], g[5.346]
Training on Epoch 39 =>: 78%|███████████████████████████████████████████ | 167/213 [00:57<00:14, 3.27it/s]
>167, c[0.000,100], d[0.241,0.020], g[4.922]
Training on Epoch 39 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:57<00:13, 3.25it/s]
>168, c[0.000,100], d[0.005,0.024], g[3.977]
Training on Epoch 39 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:57<00:13, 3.28it/s]
>169, c[0.000,100], d[0.000,0.013], g[5.042]
Training on Epoch 39 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:58<00:12, 3.31it/s]
>170, c[0.000,100], d[0.000,0.031], g[4.085]
Training on Epoch 39 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:58<00:12, 3.32it/s]
>171, c[0.000,100], d[0.000,0.145], g[6.909]
Training on Epoch 39 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:58<00:12, 3.31it/s]
>172, c[0.000,100], d[0.000,0.007], g[4.995]
Training on Epoch 39 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:59<00:12, 3.33it/s]
>173, c[0.000,100], d[0.004,0.010], g[4.961]
Training on Epoch 39 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:59<00:11, 3.33it/s]
>174, c[0.000,100], d[0.001,0.012], g[6.121]
Training on Epoch 39 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:59<00:11, 3.32it/s]
>175, c[0.000,100], d[0.500,0.009], g[4.405]
Training on Epoch 39 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [01:00<00:11, 3.33it/s]
>176, c[0.000,100], d[0.001,0.036], g[3.763]
Training on Epoch 39 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [01:00<00:10, 3.36it/s]
>177, c[0.000,100], d[0.000,0.009], g[4.617]
Training on Epoch 39 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [01:00<00:10, 3.35it/s]
>178, c[0.000,100], d[0.222,0.033], g[3.111]
Training on Epoch 39 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [01:00<00:10, 3.31it/s]
>179, c[0.000,100], d[0.000,0.013], g[3.285]
Training on Epoch 39 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [01:01<00:09, 3.32it/s]
>180, c[0.000,100], d[0.018,0.590], g[5.341]
Training on Epoch 39 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [01:01<00:09, 3.32it/s]
>181, c[0.000,100], d[0.000,0.013], g[4.074]
Training on Epoch 39 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:01<00:09, 3.35it/s]
>182, c[0.000,100], d[0.191,0.009], g[4.668]
Training on Epoch 39 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:02<00:08, 3.36it/s]
>183, c[0.000,100], d[0.004,0.010], g[4.075]
Training on Epoch 39 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:02<00:08, 3.36it/s]
>184, c[0.000,100], d[0.006,0.045], g[4.003]
Training on Epoch 39 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:02<00:08, 3.34it/s]
>185, c[0.000,100], d[0.001,0.029], g[4.527]
Training on Epoch 39 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:03<00:08, 3.32it/s]
>186, c[0.002,100], d[0.006,0.042], g[3.663]
Training on Epoch 39 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:03<00:07, 3.37it/s]
>187, c[0.000,100], d[0.001,0.012], g[4.200]
Training on Epoch 39 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:03<00:07, 3.29it/s]
>188, c[0.000,100], d[0.000,0.006], g[5.085]
Training on Epoch 39 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:03<00:07, 3.32it/s]
>189, c[0.000,100], d[0.008,0.167], g[4.587]
Training on Epoch 39 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:04<00:06, 3.32it/s]
>190, c[0.000,100], d[0.006,0.035], g[4.943]
Training on Epoch 39 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:04<00:06, 3.20it/s]
>191, c[0.000,100], d[0.123,0.003], g[5.333]
Training on Epoch 39 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:04<00:06, 3.25it/s]
>192, c[0.000,100], d[0.007,0.009], g[5.757]
Training on Epoch 39 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:05<00:06, 3.28it/s]
>193, c[0.000,100], d[0.030,0.007], g[3.936]
Training on Epoch 39 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:05<00:05, 3.30it/s]
>194, c[0.000,100], d[0.006,0.017], g[4.757]
Training on Epoch 39 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:05<00:05, 3.28it/s]
>195, c[0.000,100], d[0.298,0.008], g[4.896]
Training on Epoch 39 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:06<00:05, 3.29it/s]
>196, c[0.000,100], d[0.000,0.046], g[3.990]
Training on Epoch 39 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:06<00:04, 3.29it/s]
>197, c[0.000,100], d[0.005,0.058], g[4.082]
Training on Epoch 39 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:06<00:04, 3.33it/s]
>198, c[0.000,100], d[0.225,0.033], g[4.179]
Training on Epoch 39 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:06<00:04, 3.29it/s]
>199, c[0.000,100], d[0.003,0.022], g[3.843]
Training on Epoch 39 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:07<00:03, 3.29it/s]
>200, c[0.000,100], d[0.002,0.456], g[4.482]
Training on Epoch 39 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:07<00:03, 3.27it/s]
>201, c[0.000,100], d[0.000,0.005], g[5.155]
Training on Epoch 39 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:07<00:03, 3.29it/s]
>202, c[0.000,100], d[0.283,0.012], g[5.016]
Training on Epoch 39 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:08<00:03, 3.32it/s]
>203, c[0.000,100], d[0.232,0.019], g[3.914]
Training on Epoch 39 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:08<00:02, 3.31it/s]
>204, c[0.000,100], d[0.000,0.163], g[3.926]
Training on Epoch 39 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:08<00:02, 3.32it/s]
>205, c[0.000,100], d[0.000,0.232], g[5.772]
Training on Epoch 39 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:09<00:02, 3.31it/s]
>206, c[0.000,100], d[0.002,0.011], g[6.887]
Training on Epoch 39 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:09<00:01, 3.31it/s]
>207, c[0.000,100], d[0.069,0.085], g[5.581]
Training on Epoch 39 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:09<00:01, 3.26it/s]
>208, c[0.000,100], d[0.103,0.012], g[5.754]
Training on Epoch 39 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:10<00:01, 3.27it/s]
>209, c[0.000,100], d[0.011,0.117], g[6.350]
Training on Epoch 39 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:10<00:00, 3.30it/s]
>210, c[0.000,100], d[0.002,0.026], g[5.824]
Training on Epoch 39 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:10<00:00, 3.29it/s]
>211, c[0.000,100], d[0.000,0.168], g[6.901]
Training on Epoch 39 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:10<00:00, 3.28it/s]
>212, c[0.000,100], d[0.043,0.006], g[6.142]
Training on Epoch 39 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:11<00:00, 2.99it/s]
>213, c[0.000,100], d[0.013,0.001], g[6.271]
EPOCHS =>: 78%|███████████████████████████████████████████████████████▍ | 39/50 [48:40<12:38, 68.96s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 40 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 40 =>: 0%|▎ | 1/213 [00:00<01:41, 2.09it/s]
>1, c[0.000,100], d[0.000,0.010], g[6.468]
Training on Epoch 40 =>: 1%|▌ | 2/213 [00:00<01:41, 2.08it/s]
>2, c[0.000,100], d[0.021,0.032], g[5.723]
Training on Epoch 40 =>: 1%|▊ | 3/213 [00:01<01:40, 2.10it/s]
>3, c[0.000,100], d[0.131,0.233], g[6.779]
Training on Epoch 40 =>: 2%|█ | 4/213 [00:01<01:41, 2.07it/s]
>4, c[0.000,100], d[0.001,0.112], g[7.019]
Training on Epoch 40 =>: 2%|█▎ | 5/213 [00:02<01:40, 2.07it/s]
>5, c[0.000,100], d[0.600,0.009], g[5.137]
Training on Epoch 40 =>: 3%|█▌ | 6/213 [00:02<01:41, 2.04it/s]
>6, c[0.000,100], d[0.001,0.147], g[4.593]
Training on Epoch 40 =>: 3%|█▊ | 7/213 [00:03<01:39, 2.06it/s]
>7, c[0.000,100], d[0.029,0.023], g[5.522]
Training on Epoch 40 =>: 4%|██▏ | 8/213 [00:03<01:38, 2.09it/s]
>8, c[0.000,100], d[0.002,0.027], g[5.478]
Training on Epoch 40 =>: 4%|██▍ | 9/213 [00:04<01:36, 2.11it/s]
>9, c[0.000,100], d[0.052,0.008], g[4.677]
Training on Epoch 40 =>: 5%|██▋ | 10/213 [00:04<01:35, 2.12it/s]
>10, c[0.000,100], d[0.089,0.240], g[5.714]
Training on Epoch 40 =>: 5%|██▉ | 11/213 [00:05<01:36, 2.10it/s]
>11, c[0.000,100], d[0.107,0.004], g[6.099]
Training on Epoch 40 =>: 6%|███▏ | 12/213 [00:05<01:35, 2.11it/s]
>12, c[0.000,100], d[0.001,0.023], g[3.670]
Training on Epoch 40 =>: 6%|███▍ | 13/213 [00:06<01:35, 2.10it/s]
>13, c[0.000,100], d[0.008,0.039], g[4.841]
Training on Epoch 40 =>: 7%|███▋ | 14/213 [00:06<01:34, 2.10it/s]
>14, c[0.000,100], d[0.240,0.058], g[3.019]
Training on Epoch 40 =>: 7%|███▉ | 15/213 [00:07<01:33, 2.11it/s]
>15, c[0.000,100], d[0.002,0.100], g[3.743]
Training on Epoch 40 =>: 8%|████▏ | 16/213 [00:07<01:33, 2.12it/s]
>16, c[0.000,100], d[0.140,0.013], g[3.467]
Training on Epoch 40 =>: 8%|████▍ | 17/213 [00:08<01:33, 2.10it/s]
>17, c[0.000,100], d[0.003,0.055], g[4.658]
Training on Epoch 40 =>: 8%|████▋ | 18/213 [00:08<01:32, 2.10it/s]
>18, c[0.000,100], d[0.001,0.359], g[3.844]
Training on Epoch 40 =>: 9%|████▉ | 19/213 [00:09<01:32, 2.10it/s]
>19, c[0.000,100], d[0.001,0.010], g[7.234]
Training on Epoch 40 =>: 9%|█████▎ | 20/213 [00:09<01:32, 2.09it/s]
>20, c[0.000,100], d[0.087,0.042], g[6.247]
Training on Epoch 40 =>: 10%|█████▌ | 21/213 [00:10<01:31, 2.11it/s]
>21, c[0.000,100], d[0.007,0.006], g[4.985]
Training on Epoch 40 =>: 10%|█████▊ | 22/213 [00:10<01:30, 2.12it/s]
>22, c[0.000,100], d[0.005,0.016], g[5.670]
Training on Epoch 40 =>: 11%|██████ | 23/213 [00:10<01:29, 2.13it/s]
>23, c[0.000,100], d[0.118,0.007], g[4.851]
Training on Epoch 40 =>: 11%|██████▎ | 24/213 [00:11<01:29, 2.10it/s]
>24, c[0.000,100], d[0.043,0.059], g[3.945]
Training on Epoch 40 =>: 12%|██████▌ | 25/213 [00:11<01:29, 2.10it/s]
>25, c[0.000,100], d[0.001,0.827], g[7.031]
Training on Epoch 40 =>: 12%|██████▊ | 26/213 [00:12<01:30, 2.07it/s]
>26, c[0.000,100], d[0.157,0.014], g[4.608]
Training on Epoch 40 =>: 13%|███████ | 27/213 [00:13<01:44, 1.77it/s]
>27, c[0.000,100], d[0.077,0.020], g[6.853]
Training on Epoch 40 =>: 13%|███████▎ | 28/213 [00:13<01:39, 1.87it/s]
>28, c[0.000,100], d[0.023,0.077], g[5.071]
Training on Epoch 40 =>: 14%|███████▌ | 29/213 [00:14<01:35, 1.92it/s]
>29, c[0.000,100], d[0.009,0.006], g[5.296]
Training on Epoch 40 =>: 14%|███████▉ | 30/213 [00:14<01:32, 1.98it/s]
>30, c[0.000,100], d[0.114,0.595], g[4.942]
Training on Epoch 40 =>: 15%|████████▏ | 31/213 [00:15<01:31, 1.99it/s]
>31, c[0.000,100], d[0.379,0.007], g[6.170]
Training on Epoch 40 =>: 15%|████████▍ | 32/213 [00:15<01:30, 1.99it/s]
>32, c[0.000,100], d[0.002,0.504], g[7.261]
Training on Epoch 40 =>: 15%|████████▋ | 33/213 [00:16<01:29, 2.02it/s]
>33, c[0.000,100], d[0.194,0.018], g[5.089]
Training on Epoch 40 =>: 16%|████████▉ | 34/213 [00:16<01:28, 2.02it/s]
>34, c[0.000,100], d[0.035,0.329], g[5.918]
Training on Epoch 40 =>: 16%|█████████▏ | 35/213 [00:17<01:35, 1.87it/s]
>35, c[0.000,100], d[1.640,0.061], g[4.692]
Training on Epoch 40 =>: 17%|█████████▍ | 36/213 [00:17<01:31, 1.94it/s]
>36, c[0.000,100], d[0.026,0.065], g[3.486]
Training on Epoch 40 =>: 17%|█████████▋ | 37/213 [00:18<01:29, 1.96it/s]
>37, c[0.000,100], d[0.375,0.031], g[2.501]
Training on Epoch 40 =>: 18%|█████████▉ | 38/213 [00:18<01:19, 2.20it/s]
>38, c[0.000,100], d[0.004,0.099], g[2.144]
Training on Epoch 40 =>: 18%|██████████▎ | 39/213 [00:18<01:12, 2.41it/s]
>39, c[0.000,100], d[0.043,0.051], g[2.333]
Training on Epoch 40 =>: 19%|██████████▌ | 40/213 [00:19<01:06, 2.60it/s]
>40, c[0.000,100], d[0.004,0.122], g[3.652]
Training on Epoch 40 =>: 19%|██████████▊ | 41/213 [00:19<01:02, 2.77it/s]
>41, c[0.000,100], d[0.025,0.018], g[3.961]
Training on Epoch 40 =>: 20%|███████████ | 42/213 [00:19<00:59, 2.90it/s]
>42, c[0.000,100], d[0.043,0.028], g[4.790]
Training on Epoch 40 =>: 20%|███████████▎ | 43/213 [00:20<00:56, 2.99it/s]
>43, c[0.000,100], d[0.050,0.795], g[5.485]
Training on Epoch 40 =>: 21%|███████████▌ | 44/213 [00:20<00:54, 3.08it/s]
>44, c[0.000,100], d[0.002,0.028], g[6.404]
Training on Epoch 40 =>: 21%|███████████▊ | 45/213 [00:20<00:53, 3.13it/s]
>45, c[0.000,100], d[0.615,0.009], g[4.852]
Training on Epoch 40 =>: 22%|████████████ | 46/213 [00:20<00:52, 3.16it/s]
>46, c[0.000,100], d[0.584,0.015], g[3.727]
Training on Epoch 40 =>: 22%|████████████▎ | 47/213 [00:21<00:51, 3.23it/s]
>47, c[0.000,100], d[0.237,0.191], g[3.660]
Training on Epoch 40 =>: 23%|████████████▌ | 48/213 [00:21<00:50, 3.26it/s]
>48, c[0.000,100], d[0.264,0.055], g[3.922]
Training on Epoch 40 =>: 23%|████████████▉ | 49/213 [00:21<00:49, 3.28it/s]
>49, c[0.000,100], d[0.156,0.098], g[2.603]
Training on Epoch 40 =>: 23%|█████████████▏ | 50/213 [00:22<00:49, 3.30it/s]
>50, c[0.000,100], d[0.000,0.091], g[2.555]
Training on Epoch 40 =>: 24%|█████████████▍ | 51/213 [00:22<00:50, 3.18it/s]
>51, c[0.000,100], d[0.035,0.164], g[3.504]
Training on Epoch 40 =>: 24%|█████████████▋ | 52/213 [00:22<00:49, 3.23it/s]
>52, c[0.000,100], d[0.000,0.017], g[6.145]
Training on Epoch 40 =>: 25%|█████████████▉ | 53/213 [00:23<00:49, 3.25it/s]
>53, c[0.000,100], d[0.005,0.024], g[5.024]
Training on Epoch 40 =>: 25%|██████████████▏ | 54/213 [00:23<00:48, 3.27it/s]
>54, c[0.000,100], d[0.073,0.369], g[5.549]
Training on Epoch 40 =>: 26%|██████████████▍ | 55/213 [00:23<00:48, 3.27it/s]
>55, c[0.000,100], d[0.001,0.002], g[5.276]
Training on Epoch 40 =>: 26%|██████████████▋ | 56/213 [00:24<00:47, 3.29it/s]
>56, c[0.000,100], d[0.001,0.015], g[5.808]
Training on Epoch 40 =>: 27%|██████████████▉ | 57/213 [00:24<00:46, 3.34it/s]
>57, c[0.000,100], d[0.016,0.135], g[6.432]
Training on Epoch 40 =>: 27%|███████████████▏ | 58/213 [00:24<00:46, 3.35it/s]
>58, c[0.000,100], d[0.778,0.076], g[2.725]
Training on Epoch 40 =>: 28%|███████████████▌ | 59/213 [00:24<00:46, 3.34it/s]
>59, c[0.000,100], d[0.216,0.039], g[3.175]
Training on Epoch 40 =>: 28%|███████████████▊ | 60/213 [00:25<00:45, 3.36it/s]
>60, c[0.000,100], d[0.000,0.137], g[2.221]
Training on Epoch 40 =>: 29%|████████████████ | 61/213 [00:25<00:45, 3.34it/s]
>61, c[0.000,100], d[0.002,0.120], g[3.620]
Training on Epoch 40 =>: 29%|████████████████▎ | 62/213 [00:25<00:45, 3.31it/s]
>62, c[0.006,100], d[0.043,0.034], g[3.512]
Training on Epoch 40 =>: 30%|████████████████▌ | 63/213 [00:26<00:45, 3.31it/s]
>63, c[0.000,100], d[0.000,0.016], g[3.374]
Training on Epoch 40 =>: 30%|████████████████▊ | 64/213 [00:26<00:45, 3.30it/s]
>64, c[0.000,100], d[0.696,0.191], g[3.193]
Training on Epoch 40 =>: 31%|█████████████████ | 65/213 [00:26<00:44, 3.30it/s]
>65, c[0.000,100], d[0.000,0.117], g[3.810]
Training on Epoch 40 =>: 31%|█████████████████▎ | 66/213 [00:27<00:44, 3.31it/s]
>66, c[0.000,100], d[0.000,0.014], g[3.500]
Training on Epoch 40 =>: 31%|█████████████████▌ | 67/213 [00:27<00:43, 3.33it/s]
>67, c[0.000,100], d[0.026,0.265], g[5.146]
Training on Epoch 40 =>: 32%|█████████████████▉ | 68/213 [00:27<00:43, 3.33it/s]
>68, c[0.000,100], d[0.009,0.005], g[4.942]
Training on Epoch 40 =>: 32%|██████████████████▏ | 69/213 [00:27<00:43, 3.34it/s]
>69, c[0.000,100], d[0.025,0.577], g[5.999]
Training on Epoch 40 =>: 33%|██████████████████▍ | 70/213 [00:28<00:42, 3.38it/s]
>70, c[0.000,100], d[0.011,0.006], g[6.893]
Training on Epoch 40 =>: 33%|██████████████████▋ | 71/213 [00:28<00:42, 3.35it/s]
>71, c[0.000,100], d[0.041,0.006], g[6.267]
Training on Epoch 40 =>: 34%|██████████████████▉ | 72/213 [00:28<00:42, 3.32it/s]
>72, c[0.000,100], d[0.245,0.009], g[5.067]
Training on Epoch 40 =>: 34%|███████████████████▏ | 73/213 [00:29<00:41, 3.35it/s]
>73, c[0.000,100], d[0.003,0.010], g[4.311]
Training on Epoch 40 =>: 35%|███████████████████▍ | 74/213 [00:29<00:41, 3.33it/s]
>74, c[0.000,100], d[0.004,0.090], g[5.073]
Training on Epoch 40 =>: 35%|███████████████████▋ | 75/213 [00:29<00:41, 3.31it/s]
>75, c[0.001,100], d[0.741,0.009], g[4.108]
Training on Epoch 40 =>: 36%|███████████████████▉ | 76/213 [00:30<00:41, 3.33it/s]
>76, c[0.000,100], d[0.004,0.721], g[5.390]
Training on Epoch 40 =>: 36%|████████████████████▏ | 77/213 [00:30<00:41, 3.31it/s]
>77, c[0.000,100], d[0.020,0.047], g[5.777]
Training on Epoch 40 =>: 37%|████████████████████▌ | 78/213 [00:30<00:40, 3.36it/s]
>78, c[0.000,100], d[0.120,0.060], g[4.077]
Training on Epoch 40 =>: 37%|████████████████████▊ | 79/213 [00:30<00:39, 3.36it/s]
>79, c[0.000,100], d[0.272,0.032], g[5.238]
Training on Epoch 40 =>: 38%|█████████████████████ | 80/213 [00:31<00:39, 3.36it/s]
>80, c[0.000,100], d[0.002,0.068], g[5.155]
Training on Epoch 40 =>: 38%|█████████████████████▎ | 81/213 [00:31<00:39, 3.36it/s]
>81, c[0.000,100], d[0.014,0.282], g[5.823]
Training on Epoch 40 =>: 38%|█████████████████████▌ | 82/213 [00:31<00:39, 3.36it/s]
>82, c[0.000,100], d[0.052,0.009], g[4.921]
Training on Epoch 40 =>: 39%|█████████████████████▊ | 83/213 [00:32<00:39, 3.31it/s]
>83, c[0.000,100], d[0.029,0.091], g[5.015]
Training on Epoch 40 =>: 39%|██████████████████████ | 84/213 [00:32<00:38, 3.33it/s]
>84, c[0.000,100], d[0.060,0.003], g[4.709]
Training on Epoch 40 =>: 40%|██████████████████████▎ | 85/213 [00:32<00:38, 3.35it/s]
>85, c[0.000,100], d[0.032,0.132], g[5.450]
Training on Epoch 40 =>: 40%|██████████████████████▌ | 86/213 [00:32<00:37, 3.36it/s]
>86, c[0.000,100], d[0.001,0.009], g[5.800]
Training on Epoch 40 =>: 41%|██████████████████████▊ | 87/213 [00:33<00:37, 3.37it/s]
>87, c[0.000,100], d[0.006,0.131], g[6.931]
Training on Epoch 40 =>: 41%|███████████████████████▏ | 88/213 [00:33<00:37, 3.32it/s]
>88, c[0.000,100], d[0.043,0.011], g[6.285]
Training on Epoch 40 =>: 42%|███████████████████████▍ | 89/213 [00:33<00:37, 3.28it/s]
>89, c[0.000,100], d[0.004,0.002], g[5.257]
Training on Epoch 40 =>: 42%|███████████████████████▋ | 90/213 [00:34<00:37, 3.26it/s]
>90, c[0.000,100], d[0.238,0.015], g[4.196]
Training on Epoch 40 =>: 43%|███████████████████████▉ | 91/213 [00:34<00:37, 3.28it/s]
>91, c[0.000,100], d[0.019,0.006], g[3.684]
Training on Epoch 40 =>: 43%|████████████████████████▏ | 92/213 [00:34<00:36, 3.29it/s]
>92, c[0.000,100], d[0.003,0.036], g[4.155]
Training on Epoch 40 =>: 44%|████████████████████████▍ | 93/213 [00:35<00:36, 3.28it/s]
>93, c[0.000,100], d[0.001,0.657], g[6.397]
Training on Epoch 40 =>: 44%|████████████████████████▋ | 94/213 [00:35<00:36, 3.29it/s]
>94, c[0.000,100], d[0.120,0.050], g[5.793]
Training on Epoch 40 =>: 45%|████████████████████████▉ | 95/213 [00:35<00:35, 3.31it/s]
>95, c[0.000,100], d[0.046,0.002], g[4.416]
Training on Epoch 40 =>: 45%|█████████████████████████▏ | 96/213 [00:36<00:35, 3.32it/s]
>96, c[0.000,100], d[0.017,0.004], g[6.068]
Training on Epoch 40 =>: 46%|█████████████████████████▌ | 97/213 [00:36<00:35, 3.30it/s]
>97, c[0.000,100], d[0.040,0.048], g[5.112]
Training on Epoch 40 =>: 46%|█████████████████████████▊ | 98/213 [00:36<00:34, 3.35it/s]
>98, c[0.000,100], d[0.114,0.149], g[6.516]
Training on Epoch 40 =>: 46%|██████████████████████████ | 99/213 [00:36<00:34, 3.33it/s]
>99, c[0.000,100], d[0.826,0.024], g[4.386]
Training on Epoch 40 =>: 47%|█████████████████████████▊ | 100/213 [00:37<00:33, 3.36it/s]
>100, c[0.000,100], d[0.001,0.059], g[3.825]
Training on Epoch 40 =>: 47%|██████████████████████████ | 101/213 [00:37<00:33, 3.33it/s]
>101, c[0.000,100], d[0.003,0.041], g[4.490]
Training on Epoch 40 =>: 48%|██████████████████████████▎ | 102/213 [00:37<00:33, 3.30it/s]
>102, c[0.000,100], d[0.019,0.220], g[4.004]
Training on Epoch 40 =>: 48%|██████████████████████████▌ | 103/213 [00:38<00:33, 3.33it/s]
>103, c[0.000,100], d[0.008,0.004], g[4.725]
Training on Epoch 40 =>: 49%|██████████████████████████▊ | 104/213 [00:38<00:32, 3.30it/s]
>104, c[0.005,100], d[0.145,0.006], g[4.038]
Training on Epoch 40 =>: 49%|███████████████████████████ | 105/213 [00:38<00:32, 3.30it/s]
>105, c[0.000,100], d[0.002,0.369], g[7.062]
Training on Epoch 40 =>: 50%|███████████████████████████▎ | 106/213 [00:39<00:32, 3.30it/s]
>106, c[0.000,100], d[0.027,0.007], g[6.467]
Training on Epoch 40 =>: 50%|███████████████████████████▋ | 107/213 [00:39<00:32, 3.30it/s]
>107, c[0.000,100], d[0.290,0.003], g[4.550]
Training on Epoch 40 =>: 51%|███████████████████████████▉ | 108/213 [00:39<00:31, 3.30it/s]
>108, c[0.000,100], d[0.007,0.042], g[4.085]
Training on Epoch 40 =>: 51%|████████████████████████████▏ | 109/213 [00:39<00:31, 3.28it/s]
>109, c[0.000,100], d[0.022,0.009], g[4.254]
Training on Epoch 40 =>: 52%|████████████████████████████▍ | 110/213 [00:40<00:30, 3.33it/s]
>110, c[0.000,100], d[0.011,0.006], g[3.258]
Training on Epoch 40 =>: 52%|████████████████████████████▋ | 111/213 [00:40<00:30, 3.32it/s]
>111, c[0.000,100], d[0.002,0.011], g[4.298]
Training on Epoch 40 =>: 53%|████████████████████████████▉ | 112/213 [00:40<00:30, 3.32it/s]
>112, c[0.000,100], d[0.001,0.070], g[4.408]
Training on Epoch 40 =>: 53%|█████████████████████████████▏ | 113/213 [00:41<00:29, 3.34it/s]
>113, c[0.000,100], d[0.003,0.008], g[3.699]
Training on Epoch 40 =>: 54%|█████████████████████████████▍ | 114/213 [00:41<00:29, 3.33it/s]
>114, c[0.000,100], d[0.071,0.013], g[3.685]
Training on Epoch 40 =>: 54%|█████████████████████████████▋ | 115/213 [00:41<00:29, 3.37it/s]
>115, c[0.000,100], d[0.001,0.046], g[4.951]
Training on Epoch 40 =>: 54%|█████████████████████████████▉ | 116/213 [00:42<00:29, 3.33it/s]
>116, c[0.000,100], d[0.002,0.761], g[7.029]
Training on Epoch 40 =>: 55%|██████████████████████████████▏ | 117/213 [00:42<00:29, 3.31it/s]
>117, c[0.000,100], d[0.017,0.009], g[4.428]
Training on Epoch 40 =>: 55%|██████████████████████████████▍ | 118/213 [00:42<00:28, 3.30it/s]
>118, c[0.000,100], d[0.482,0.003], g[5.755]
Training on Epoch 40 =>: 56%|██████████████████████████████▋ | 119/213 [00:42<00:28, 3.29it/s]
>119, c[0.000,100], d[0.347,0.017], g[4.382]
Training on Epoch 40 =>: 56%|██████████████████████████████▉ | 120/213 [00:43<00:28, 3.26it/s]
>120, c[0.000,100], d[0.343,0.014], g[2.474]
Training on Epoch 40 =>: 57%|███████████████████████████████▏ | 121/213 [00:43<00:29, 3.14it/s]
>121, c[0.000,100], d[0.000,0.049], g[2.877]
Training on Epoch 40 =>: 57%|███████████████████████████████▌ | 122/213 [00:43<00:28, 3.19it/s]
>122, c[0.036,100], d[0.000,0.144], g[4.332]
Training on Epoch 40 =>: 58%|███████████████████████████████▊ | 123/213 [00:44<00:27, 3.24it/s]
>123, c[0.000,100], d[0.006,0.102], g[3.467]
Training on Epoch 40 =>: 58%|████████████████████████████████ | 124/213 [00:44<00:27, 3.24it/s]
>124, c[0.000,100], d[0.000,0.026], g[4.540]
Training on Epoch 40 =>: 59%|████████████████████████████████▎ | 125/213 [00:44<00:26, 3.28it/s]
>125, c[0.000,100], d[0.091,0.034], g[4.314]
Training on Epoch 40 =>: 59%|████████████████████████████████▌ | 126/213 [00:45<00:26, 3.29it/s]
>126, c[0.000,100], d[0.078,0.070], g[4.725]
Training on Epoch 40 =>: 60%|████████████████████████████████▊ | 127/213 [00:45<00:26, 3.30it/s]
>127, c[0.000,100], d[0.397,0.039], g[3.736]
Training on Epoch 40 =>: 60%|█████████████████████████████████ | 128/213 [00:45<00:25, 3.33it/s]
>128, c[0.000,100], d[0.001,0.094], g[2.892]
Training on Epoch 40 =>: 61%|█████████████████████████████████▎ | 129/213 [00:46<00:25, 3.33it/s]
>129, c[0.000,100], d[0.000,0.611], g[3.864]
Training on Epoch 40 =>: 61%|█████████████████████████████████▌ | 130/213 [00:46<00:24, 3.33it/s]
>130, c[0.000,100], d[0.035,0.013], g[5.190]
Training on Epoch 40 =>: 62%|█████████████████████████████████▊ | 131/213 [00:46<00:24, 3.33it/s]
>131, c[0.000,100], d[0.075,0.075], g[5.165]
Training on Epoch 40 =>: 62%|██████████████████████████████████ | 132/213 [00:46<00:24, 3.36it/s]
>132, c[0.007,100], d[0.298,1.085], g[5.502]
Training on Epoch 40 =>: 62%|██████████████████████████████████▎ | 133/213 [00:47<00:23, 3.34it/s]
>133, c[0.000,100], d[0.010,0.025], g[7.316]
Training on Epoch 40 =>: 63%|██████████████████████████████████▌ | 134/213 [00:47<00:23, 3.38it/s]
>134, c[0.000,100], d[0.025,0.006], g[4.576]
Training on Epoch 40 =>: 63%|██████████████████████████████████▊ | 135/213 [00:47<00:23, 3.38it/s]
>135, c[0.000,100], d[0.111,0.025], g[5.507]
Training on Epoch 40 =>: 64%|███████████████████████████████████ | 136/213 [00:48<00:22, 3.38it/s]
>136, c[0.000,100], d[0.781,0.056], g[3.026]
Training on Epoch 40 =>: 64%|███████████████████████████████████▍ | 137/213 [00:48<00:22, 3.34it/s]
>137, c[0.000,100], d[0.000,0.042], g[4.386]
Training on Epoch 40 =>: 65%|███████████████████████████████████▋ | 138/213 [00:48<00:22, 3.31it/s]
>138, c[0.000,100], d[0.001,0.031], g[4.141]
Training on Epoch 40 =>: 65%|███████████████████████████████████▉ | 139/213 [00:49<00:22, 3.31it/s]
>139, c[0.000,100], d[0.002,0.056], g[3.925]
Training on Epoch 40 =>: 66%|████████████████████████████████████▏ | 140/213 [00:49<00:22, 3.30it/s]
>140, c[0.000,100], d[0.002,0.011], g[4.426]
Training on Epoch 40 =>: 66%|████████████████████████████████████▍ | 141/213 [00:49<00:21, 3.30it/s]
>141, c[0.000,100], d[0.081,0.042], g[5.329]
Training on Epoch 40 =>: 67%|████████████████████████████████████▋ | 142/213 [00:49<00:21, 3.31it/s]
>142, c[0.000,100], d[0.000,0.010], g[4.374]
Training on Epoch 40 =>: 67%|████████████████████████████████████▉ | 143/213 [00:50<00:21, 3.31it/s]
>143, c[0.000,100], d[0.004,0.010], g[4.702]
Training on Epoch 40 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:50<00:20, 3.32it/s]
>144, c[0.000,100], d[0.009,0.021], g[5.294]
Training on Epoch 40 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:50<00:20, 3.32it/s]
>145, c[0.000,100], d[0.001,0.008], g[4.761]
Training on Epoch 40 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:51<00:20, 3.30it/s]
>146, c[0.000,100], d[0.000,0.042], g[3.863]
Training on Epoch 40 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:51<00:19, 3.31it/s]
>147, c[0.000,100], d[0.013,0.009], g[4.746]
Training on Epoch 40 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:51<00:19, 3.31it/s]
>148, c[0.000,100], d[0.000,0.040], g[3.400]
Training on Epoch 40 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:52<00:19, 3.32it/s]
>149, c[0.000,100], d[0.000,0.014], g[3.899]
Training on Epoch 40 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:52<00:18, 3.34it/s]
>150, c[0.000,100], d[0.035,0.124], g[5.366]
Training on Epoch 40 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:52<00:18, 3.34it/s]
>151, c[0.000,100], d[0.060,0.548], g[5.998]
Training on Epoch 40 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:52<00:18, 3.31it/s]
>152, c[0.000,100], d[0.012,0.115], g[6.419]
Training on Epoch 40 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:53<00:18, 3.28it/s]
>153, c[0.000,100], d[0.364,0.005], g[5.793]
Training on Epoch 40 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:53<00:17, 3.31it/s]
>154, c[0.000,100], d[0.101,0.015], g[6.712]
Training on Epoch 40 =>: 73%|████████████████████████████████████████ | 155/213 [00:53<00:17, 3.33it/s]
>155, c[0.000,100], d[0.048,0.769], g[7.900]
Training on Epoch 40 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:54<00:17, 3.35it/s]
>156, c[0.000,100], d[0.005,0.052], g[4.207]
Training on Epoch 40 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:54<00:16, 3.36it/s]
>157, c[0.000,100], d[0.006,0.003], g[7.358]
Training on Epoch 40 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:54<00:16, 3.34it/s]
>158, c[0.000,100], d[0.006,0.000], g[3.755]
Training on Epoch 40 =>: 75%|█████████████████████████████████████████ | 159/213 [00:55<00:16, 3.35it/s]
>159, c[0.000,100], d[0.244,0.335], g[3.850]
Training on Epoch 40 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:55<00:15, 3.35it/s]
>160, c[0.000,100], d[0.018,0.002], g[4.727]
Training on Epoch 40 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:55<00:15, 3.34it/s]
>161, c[0.000,100], d[0.070,0.044], g[5.630]
Training on Epoch 40 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:55<00:15, 3.33it/s]
>162, c[0.000,100], d[0.154,0.020], g[5.859]
Training on Epoch 40 =>: 77%|██████████████████████████████████████████ | 163/213 [00:56<00:14, 3.37it/s]
>163, c[0.000,100], d[0.001,0.141], g[6.073]
Training on Epoch 40 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:56<00:14, 3.38it/s]
>164, c[0.000,100], d[0.066,0.010], g[6.030]
Training on Epoch 40 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:56<00:14, 3.36it/s]
>165, c[0.000,100], d[0.322,0.048], g[3.861]
Training on Epoch 40 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:57<00:14, 3.34it/s]
>166, c[0.000,100], d[0.178,0.279], g[4.829]
Training on Epoch 40 =>: 78%|███████████████████████████████████████████ | 167/213 [00:57<00:13, 3.31it/s]
>167, c[0.000,100], d[0.019,0.039], g[5.194]
Training on Epoch 40 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:57<00:13, 3.31it/s]
>168, c[0.000,100], d[0.201,0.007], g[4.918]
Training on Epoch 40 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:58<00:13, 3.33it/s]
>169, c[0.000,100], d[0.019,0.066], g[3.798]
Training on Epoch 40 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:58<00:13, 3.31it/s]
>170, c[0.000,100], d[0.004,0.033], g[4.511]
Training on Epoch 40 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:58<00:12, 3.34it/s]
>171, c[0.000,100], d[0.009,0.033], g[4.058]
Training on Epoch 40 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:58<00:12, 3.34it/s]
>172, c[0.000,100], d[0.018,0.093], g[4.451]
Training on Epoch 40 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:59<00:11, 3.35it/s]
>173, c[0.000,100], d[0.558,0.294], g[5.754]
Training on Epoch 40 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:59<00:11, 3.32it/s]
>174, c[0.000,100], d[0.001,0.004], g[4.866]
Training on Epoch 40 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:59<00:11, 3.33it/s]
>175, c[0.000,100], d[0.055,0.030], g[5.533]
Training on Epoch 40 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [01:00<00:11, 3.32it/s]
>176, c[0.000,100], d[0.481,0.036], g[4.124]
Training on Epoch 40 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [01:00<00:10, 3.31it/s]
>177, c[0.000,100], d[0.002,0.204], g[3.767]
Training on Epoch 40 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [01:00<00:10, 3.29it/s]
>178, c[0.000,100], d[0.207,0.053], g[4.407]
Training on Epoch 40 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [01:01<00:10, 3.29it/s]
>179, c[0.000,100], d[0.031,0.057], g[4.933]
Training on Epoch 40 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [01:01<00:10, 3.29it/s]
>180, c[0.000,100], d[0.107,0.069], g[4.630]
Training on Epoch 40 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [01:01<00:09, 3.28it/s]
>181, c[0.000,100], d[0.013,0.028], g[4.592]
Training on Epoch 40 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:01<00:09, 3.30it/s]
>182, c[0.000,100], d[0.224,0.022], g[2.786]
Training on Epoch 40 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:02<00:09, 3.30it/s]
>183, c[0.000,100], d[0.000,1.208], g[4.895]
Training on Epoch 40 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:02<00:08, 3.32it/s]
>184, c[0.000,100], d[0.026,0.006], g[4.747]
Training on Epoch 40 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:02<00:08, 3.35it/s]
>185, c[0.000,100], d[0.075,0.005], g[6.237]
Training on Epoch 40 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:03<00:08, 3.32it/s]
>186, c[0.000,100], d[0.193,0.010], g[5.753]
Training on Epoch 40 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:03<00:07, 3.33it/s]
>187, c[0.000,100], d[0.001,0.006], g[5.016]
Training on Epoch 40 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:03<00:07, 3.32it/s]
>188, c[0.000,100], d[0.001,0.022], g[4.464]
Training on Epoch 40 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:04<00:07, 3.31it/s]
>189, c[0.000,100], d[0.001,0.016], g[4.140]
Training on Epoch 40 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:04<00:06, 3.32it/s]
>190, c[0.000,100], d[0.047,0.009], g[5.399]
Training on Epoch 40 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:04<00:06, 3.34it/s]
>191, c[0.000,100], d[0.001,0.055], g[4.376]
Training on Epoch 40 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:04<00:06, 3.25it/s]
>192, c[0.000,100], d[0.061,0.002], g[4.382]
Training on Epoch 40 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:05<00:06, 3.29it/s]
>193, c[0.000,100], d[0.032,0.208], g[4.080]
Training on Epoch 40 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:05<00:05, 3.30it/s]
>194, c[0.000,100], d[0.081,0.123], g[5.712]
Training on Epoch 40 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:05<00:05, 3.30it/s]
>195, c[0.000,100], d[0.002,0.720], g[9.405]
Training on Epoch 40 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:06<00:05, 3.31it/s]
>196, c[0.000,100], d[0.212,0.015], g[7.990]
Training on Epoch 40 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:06<00:04, 3.32it/s]
>197, c[0.000,100], d[0.429,0.005], g[5.804]
Training on Epoch 40 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:06<00:04, 3.31it/s]
>198, c[0.000,100], d[0.013,0.014], g[6.323]
Training on Epoch 40 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:07<00:04, 3.33it/s]
>199, c[0.000,100], d[0.001,0.004], g[4.340]
Training on Epoch 40 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:07<00:03, 3.31it/s]
>200, c[0.000,100], d[0.135,0.668], g[5.731]
Training on Epoch 40 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:07<00:03, 3.32it/s]
>201, c[0.000,100], d[0.803,0.450], g[6.023]
Training on Epoch 40 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:07<00:03, 3.31it/s]
>202, c[0.000,100], d[1.077,0.106], g[5.600]
Training on Epoch 40 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:08<00:02, 3.34it/s]
>203, c[0.000,100], d[0.044,0.039], g[2.510]
Training on Epoch 40 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:08<00:02, 3.34it/s]
>204, c[0.005,100], d[0.059,0.026], g[4.297]
Training on Epoch 40 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:08<00:02, 3.35it/s]
>205, c[0.000,100], d[0.043,0.032], g[4.007]
Training on Epoch 40 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:09<00:02, 3.32it/s]
>206, c[0.000,100], d[0.028,0.500], g[3.943]
Training on Epoch 40 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:09<00:01, 3.34it/s]
>207, c[0.000,100], d[0.248,0.103], g[5.171]
Training on Epoch 40 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:09<00:01, 3.33it/s]
>208, c[0.000,100], d[0.222,0.099], g[4.206]
Training on Epoch 40 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:10<00:01, 3.32it/s]
>209, c[0.000,100], d[0.017,0.168], g[5.956]
Training on Epoch 40 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:10<00:00, 3.32it/s]
>210, c[0.001,100], d[1.036,0.009], g[4.575]
Training on Epoch 40 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:10<00:00, 3.30it/s]
>211, c[0.000,100], d[0.003,0.037], g[4.296]
Training on Epoch 40 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:10<00:00, 3.33it/s]
>212, c[0.000,100], d[0.029,0.014], g[4.072]
Training on Epoch 40 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:11<00:00, 2.99it/s]
>213, c[0.000,100], d[0.004,0.047], g[3.821]
EPOCHS =>: 80%|████████████████████████████████████████████████████████▊ | 40/50 [49:52<11:39, 69.97s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 41 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 41 =>: 0%|▎ | 1/213 [00:00<01:01, 3.43it/s]
>1, c[0.000,100], d[0.027,0.110], g[3.771]
Training on Epoch 41 =>: 1%|▌ | 2/213 [00:00<01:02, 3.40it/s]
>2, c[0.000,100], d[0.001,0.011], g[4.196]
Training on Epoch 41 =>: 1%|▊ | 3/213 [00:00<01:03, 3.29it/s]
>3, c[0.000,100], d[0.001,0.022], g[4.711]
Training on Epoch 41 =>: 2%|█ | 4/213 [00:01<01:03, 3.31it/s]
>4, c[0.000,100], d[0.004,0.019], g[5.449]
Training on Epoch 41 =>: 2%|█▎ | 5/213 [00:01<01:02, 3.34it/s]
>5, c[0.000,100], d[0.009,0.010], g[4.997]
Training on Epoch 41 =>: 3%|█▌ | 6/213 [00:01<01:02, 3.32it/s]
>6, c[0.000,100], d[0.297,0.042], g[4.901]
Training on Epoch 41 =>: 3%|█▊ | 7/213 [00:02<01:01, 3.33it/s]
>7, c[0.000,100], d[0.002,0.007], g[4.833]
Training on Epoch 41 =>: 4%|██▏ | 8/213 [00:02<01:01, 3.32it/s]
>8, c[0.000,100], d[0.001,0.456], g[3.687]
Training on Epoch 41 =>: 4%|██▍ | 9/213 [00:02<01:01, 3.32it/s]
>9, c[0.000,100], d[0.006,0.028], g[5.322]
Training on Epoch 41 =>: 5%|██▋ | 10/213 [00:03<01:01, 3.31it/s]
>10, c[0.000,100], d[0.003,0.015], g[3.520]
Training on Epoch 41 =>: 5%|██▉ | 11/213 [00:03<01:01, 3.31it/s]
>11, c[0.000,100], d[0.104,0.096], g[4.357]
Training on Epoch 41 =>: 6%|███▏ | 12/213 [00:03<01:01, 3.29it/s]
>12, c[0.000,100], d[0.018,0.013], g[4.105]
Training on Epoch 41 =>: 6%|███▍ | 13/213 [00:03<01:01, 3.28it/s]
>13, c[0.000,100], d[0.054,0.500], g[5.478]
Training on Epoch 41 =>: 7%|███▋ | 14/213 [00:04<01:00, 3.28it/s]
>14, c[0.000,100], d[0.011,0.005], g[6.239]
Training on Epoch 41 =>: 7%|███▉ | 15/213 [00:04<01:00, 3.27it/s]
>15, c[0.000,100], d[0.105,0.011], g[5.173]
Training on Epoch 41 =>: 8%|████▏ | 16/213 [00:04<00:59, 3.31it/s]
>16, c[0.000,100], d[0.076,0.017], g[4.356]
Training on Epoch 41 =>: 8%|████▍ | 17/213 [00:05<00:58, 3.33it/s]
>17, c[0.000,100], d[0.024,0.030], g[3.972]
Training on Epoch 41 =>: 8%|████▋ | 18/213 [00:05<00:58, 3.33it/s]
>18, c[0.000,100], d[0.003,0.042], g[5.105]
Training on Epoch 41 =>: 9%|████▉ | 19/213 [00:05<00:58, 3.31it/s]
>19, c[0.000,100], d[0.012,0.009], g[5.692]
Training on Epoch 41 =>: 9%|█████▎ | 20/213 [00:06<00:57, 3.33it/s]
>20, c[0.000,100], d[0.043,0.159], g[5.297]
Training on Epoch 41 =>: 10%|█████▌ | 21/213 [00:06<00:57, 3.35it/s]
>21, c[0.000,100], d[0.076,0.012], g[4.390]
Training on Epoch 41 =>: 10%|█████▊ | 22/213 [00:06<00:57, 3.34it/s]
>22, c[0.000,100], d[0.009,0.008], g[4.310]
Training on Epoch 41 =>: 11%|██████ | 23/213 [00:06<00:57, 3.33it/s]
>23, c[0.000,100], d[0.024,0.052], g[4.667]
Training on Epoch 41 =>: 11%|██████▎ | 24/213 [00:07<00:56, 3.33it/s]
>24, c[0.000,100], d[0.005,0.060], g[5.661]
Training on Epoch 41 =>: 12%|██████▌ | 25/213 [00:07<00:56, 3.35it/s]
>25, c[0.000,100], d[0.015,0.005], g[3.716]
Training on Epoch 41 =>: 12%|██████▊ | 26/213 [00:07<00:56, 3.32it/s]
>26, c[0.000,100], d[0.021,0.015], g[4.873]
Training on Epoch 41 =>: 13%|███████ | 27/213 [00:08<00:56, 3.30it/s]
>27, c[0.000,100], d[0.140,0.132], g[5.026]
Training on Epoch 41 =>: 13%|███████▎ | 28/213 [00:08<00:55, 3.31it/s]
>28, c[0.000,100], d[0.118,0.026], g[5.172]
Training on Epoch 41 =>: 14%|███████▌ | 29/213 [00:08<00:55, 3.34it/s]
>29, c[0.000,100], d[0.003,0.070], g[5.159]
Training on Epoch 41 =>: 14%|███████▉ | 30/213 [00:09<00:54, 3.34it/s]
>30, c[0.000,100], d[0.181,0.030], g[5.073]
Training on Epoch 41 =>: 15%|████████▏ | 31/213 [00:09<00:54, 3.34it/s]
>31, c[0.000,100], d[0.002,0.277], g[3.883]
Training on Epoch 41 =>: 15%|████████▍ | 32/213 [00:09<00:55, 3.29it/s]
>32, c[0.000,100], d[0.081,0.082], g[4.227]
Training on Epoch 41 =>: 15%|████████▋ | 33/213 [00:09<00:54, 3.30it/s]
>33, c[0.000,100], d[0.005,0.653], g[5.545]
Training on Epoch 41 =>: 16%|████████▉ | 34/213 [00:10<00:54, 3.27it/s]
>34, c[0.000,100], d[0.047,0.002], g[6.677]
Training on Epoch 41 =>: 16%|█████████▏ | 35/213 [00:10<00:54, 3.28it/s]
>35, c[0.093,100], d[0.773,0.006], g[4.607]
Training on Epoch 41 =>: 17%|█████████▍ | 36/213 [00:10<00:53, 3.32it/s]
>36, c[0.000,100], d[0.062,0.043], g[3.635]
Training on Epoch 41 =>: 17%|█████████▋ | 37/213 [00:11<00:52, 3.35it/s]
>37, c[0.366,83], d[0.000,0.346], g[3.184]
Training on Epoch 41 =>: 18%|█████████▉ | 38/213 [00:11<00:52, 3.32it/s]
>38, c[0.001,100], d[0.410,1.590], g[2.846]
Training on Epoch 41 =>: 18%|██████████▎ | 39/213 [00:11<00:52, 3.31it/s]
>39, c[0.000,100], d[0.000,0.137], g[6.023]
Training on Epoch 41 =>: 19%|██████████▌ | 40/213 [00:12<00:52, 3.32it/s]
>40, c[0.184,83], d[0.489,0.078], g[2.269]
Training on Epoch 41 =>: 19%|██████████▊ | 41/213 [00:12<00:51, 3.35it/s]
>41, c[0.011,100], d[0.148,1.063], g[4.100]
Training on Epoch 41 =>: 20%|███████████ | 42/213 [00:12<00:51, 3.31it/s]
>42, c[0.000,100], d[0.018,0.103], g[4.143]
Training on Epoch 41 =>: 20%|███████████▎ | 43/213 [00:12<00:51, 3.33it/s]
>43, c[0.000,100], d[0.000,0.070], g[4.497]
Training on Epoch 41 =>: 21%|███████████▌ | 44/213 [00:13<00:51, 3.31it/s]
>44, c[0.003,100], d[0.304,0.344], g[4.786]
Training on Epoch 41 =>: 21%|███████████▊ | 45/213 [00:13<00:50, 3.32it/s]
>45, c[0.274,83], d[0.158,0.769], g[5.783]
Training on Epoch 41 =>: 22%|████████████ | 46/213 [00:13<00:50, 3.31it/s]
>46, c[0.000,100], d[1.753,0.220], g[3.441]
Training on Epoch 41 =>: 22%|████████████▎ | 47/213 [00:14<00:51, 3.20it/s]
>47, c[0.000,100], d[0.038,0.126], g[5.233]
Training on Epoch 41 =>: 23%|████████████▌ | 48/213 [00:14<00:51, 3.23it/s]
>48, c[0.000,100], d[0.928,0.216], g[2.200]
Training on Epoch 41 =>: 23%|████████████▉ | 49/213 [00:14<00:50, 3.22it/s]
>49, c[2.350,83], d[0.000,14.384], g[1.638]
Training on Epoch 41 =>: 23%|█████████████▏ | 50/213 [00:15<00:50, 3.23it/s]
>50, c[0.000,100], d[0.016,0.253], g[1.789]
Training on Epoch 41 =>: 24%|█████████████▍ | 51/213 [00:15<00:50, 3.24it/s]
>51, c[0.011,100], d[0.128,0.227], g[3.032]
Training on Epoch 41 =>: 24%|█████████████▋ | 52/213 [00:15<00:49, 3.28it/s]
>52, c[0.000,100], d[0.021,0.057], g[4.282]
Training on Epoch 41 =>: 25%|█████████████▉ | 53/213 [00:16<00:48, 3.27it/s]
>53, c[0.000,100], d[0.001,0.031], g[4.048]
Training on Epoch 41 =>: 25%|██████████████▏ | 54/213 [00:16<00:47, 3.32it/s]
>54, c[0.000,100], d[0.076,0.054], g[3.241]
Training on Epoch 41 =>: 26%|██████████████▍ | 55/213 [00:16<00:48, 3.28it/s]
>55, c[0.000,100], d[0.344,0.692], g[2.654]
Training on Epoch 41 =>: 26%|██████████████▋ | 56/213 [00:16<00:47, 3.29it/s]
>56, c[0.000,100], d[0.002,0.069], g[3.945]
Training on Epoch 41 =>: 27%|██████████████▉ | 57/213 [00:17<00:47, 3.29it/s]
>57, c[0.000,100], d[0.504,0.128], g[1.447]
Training on Epoch 41 =>: 27%|███████████████▏ | 58/213 [00:17<00:47, 3.28it/s]
>58, c[0.000,100], d[0.000,0.503], g[2.772]
Training on Epoch 41 =>: 28%|███████████████▌ | 59/213 [00:17<00:48, 3.16it/s]
>59, c[0.000,100], d[0.976,0.523], g[2.901]
Training on Epoch 41 =>: 28%|███████████████▊ | 60/213 [00:18<00:47, 3.21it/s]
>60, c[0.000,100], d[0.001,0.439], g[4.052]
Training on Epoch 41 =>: 29%|████████████████ | 61/213 [00:18<00:47, 3.20it/s]
>61, c[0.002,100], d[0.073,0.024], g[4.265]
Training on Epoch 41 =>: 29%|████████████████▎ | 62/213 [00:18<00:47, 3.18it/s]
>62, c[0.000,100], d[0.016,0.014], g[3.753]
Training on Epoch 41 =>: 30%|████████████████▌ | 63/213 [00:19<00:46, 3.20it/s]
>63, c[0.002,100], d[0.164,0.026], g[3.885]
Training on Epoch 41 =>: 30%|████████████████▊ | 64/213 [00:19<00:45, 3.24it/s]
>64, c[0.002,100], d[0.129,0.100], g[2.077]
Training on Epoch 41 =>: 31%|█████████████████ | 65/213 [00:19<00:46, 3.16it/s]
>65, c[0.000,100], d[0.106,0.152], g[2.734]
Training on Epoch 41 =>: 31%|█████████████████▎ | 66/213 [00:20<00:46, 3.14it/s]
>66, c[0.000,100], d[0.035,0.056], g[1.704]
Training on Epoch 41 =>: 31%|█████████████████▌ | 67/213 [00:20<00:47, 3.08it/s]
>67, c[0.000,100], d[0.032,0.118], g[3.523]
Training on Epoch 41 =>: 32%|█████████████████▉ | 68/213 [00:20<00:46, 3.14it/s]
>68, c[0.000,100], d[0.000,1.976], g[6.839]
Training on Epoch 41 =>: 32%|██████████████████▏ | 69/213 [00:21<00:45, 3.18it/s]
>69, c[0.000,100], d[1.256,0.096], g[3.056]
Training on Epoch 41 =>: 33%|██████████████████▍ | 70/213 [00:21<00:44, 3.22it/s]
>70, c[0.000,100], d[0.318,0.582], g[3.377]
Training on Epoch 41 =>: 33%|██████████████████▋ | 71/213 [00:21<00:43, 3.24it/s]
>71, c[0.000,100], d[0.169,0.070], g[4.436]
Training on Epoch 41 =>: 34%|██████████████████▉ | 72/213 [00:21<00:43, 3.26it/s]
>72, c[0.000,100], d[0.118,0.088], g[3.961]
Training on Epoch 41 =>: 34%|███████████████████▏ | 73/213 [00:22<00:42, 3.27it/s]
>73, c[0.000,100], d[0.106,0.038], g[3.648]
Training on Epoch 41 =>: 35%|███████████████████▍ | 74/213 [00:22<00:42, 3.29it/s]
>74, c[0.000,100], d[0.009,0.121], g[3.367]
Training on Epoch 41 =>: 35%|███████████████████▋ | 75/213 [00:22<00:42, 3.26it/s]
>75, c[0.000,100], d[0.009,0.117], g[3.871]
Training on Epoch 41 =>: 36%|███████████████████▉ | 76/213 [00:23<00:41, 3.30it/s]
>76, c[0.000,100], d[0.261,0.078], g[2.873]
Training on Epoch 41 =>: 36%|████████████████████▏ | 77/213 [00:23<00:41, 3.30it/s]
>77, c[0.000,100], d[0.101,0.060], g[3.593]
Training on Epoch 41 =>: 37%|████████████████████▌ | 78/213 [00:23<00:40, 3.32it/s]
>78, c[0.000,100], d[0.009,0.992], g[3.750]
Training on Epoch 41 =>: 37%|████████████████████▊ | 79/213 [00:24<00:40, 3.33it/s]
>79, c[0.000,100], d[0.037,0.022], g[4.582]
Training on Epoch 41 =>: 38%|█████████████████████ | 80/213 [00:24<00:40, 3.32it/s]
>80, c[0.000,100], d[0.010,0.013], g[4.228]
Training on Epoch 41 =>: 38%|█████████████████████▎ | 81/213 [00:24<00:39, 3.34it/s]
>81, c[0.001,100], d[0.006,0.145], g[5.549]
Training on Epoch 41 =>: 38%|█████████████████████▌ | 82/213 [00:24<00:39, 3.31it/s]
>82, c[0.000,100], d[0.163,0.031], g[3.055]
Training on Epoch 41 =>: 39%|█████████████████████▊ | 83/213 [00:25<00:39, 3.29it/s]
>83, c[0.000,100], d[0.230,0.361], g[2.766]
Training on Epoch 41 =>: 39%|██████████████████████ | 84/213 [00:25<00:39, 3.31it/s]
>84, c[0.000,100], d[0.005,0.103], g[3.206]
Training on Epoch 41 =>: 40%|██████████████████████▎ | 85/213 [00:25<00:39, 3.25it/s]
>85, c[0.000,100], d[0.042,0.025], g[3.133]
Training on Epoch 41 =>: 40%|██████████████████████▌ | 86/213 [00:26<00:38, 3.28it/s]
>86, c[0.000,100], d[0.031,0.283], g[4.325]
Training on Epoch 41 =>: 41%|██████████████████████▊ | 87/213 [00:26<00:38, 3.28it/s]
>87, c[0.000,100], d[0.006,0.158], g[4.670]
Training on Epoch 41 =>: 41%|███████████████████████▏ | 88/213 [00:26<00:38, 3.25it/s]
>88, c[0.000,100], d[0.099,0.048], g[4.611]
Training on Epoch 41 =>: 42%|███████████████████████▍ | 89/213 [00:27<00:37, 3.27it/s]
>89, c[0.000,100], d[0.211,0.022], g[3.723]
Training on Epoch 41 =>: 42%|███████████████████████▋ | 90/213 [00:27<00:37, 3.28it/s]
>90, c[0.000,100], d[0.315,0.040], g[3.620]
Training on Epoch 41 =>: 43%|███████████████████████▉ | 91/213 [00:27<00:37, 3.28it/s]
>91, c[0.000,100], d[0.000,0.661], g[4.294]
Training on Epoch 41 =>: 43%|████████████████████████▏ | 92/213 [00:28<00:36, 3.29it/s]
>92, c[0.000,100], d[0.001,0.014], g[6.356]
Training on Epoch 41 =>: 44%|████████████████████████▍ | 93/213 [00:28<00:36, 3.29it/s]
>93, c[0.000,100], d[0.287,0.050], g[4.997]
Training on Epoch 41 =>: 44%|████████████████████████▋ | 94/213 [00:28<00:35, 3.32it/s]
>94, c[0.000,100], d[0.720,0.058], g[3.842]
Training on Epoch 41 =>: 45%|████████████████████████▉ | 95/213 [00:28<00:35, 3.34it/s]
>95, c[0.000,100], d[0.042,0.055], g[3.499]
Training on Epoch 41 =>: 45%|█████████████████████████▏ | 96/213 [00:29<00:35, 3.32it/s]
>96, c[0.000,100], d[0.009,0.109], g[2.819]
Training on Epoch 41 =>: 46%|█████████████████████████▌ | 97/213 [00:29<00:34, 3.31it/s]
>97, c[0.000,100], d[0.000,0.040], g[3.222]
Training on Epoch 41 =>: 46%|█████████████████████████▊ | 98/213 [00:29<00:35, 3.28it/s]
>98, c[0.000,100], d[0.020,0.053], g[3.638]
Training on Epoch 41 =>: 46%|██████████████████████████ | 99/213 [00:30<00:34, 3.30it/s]
>99, c[0.000,100], d[0.099,0.061], g[3.387]
Training on Epoch 41 =>: 47%|█████████████████████████▊ | 100/213 [00:30<00:34, 3.28it/s]
>100, c[0.000,100], d[0.016,0.038], g[3.165]
Training on Epoch 41 =>: 47%|██████████████████████████ | 101/213 [00:30<00:34, 3.29it/s]
>101, c[0.000,100], d[0.004,0.316], g[4.808]
Training on Epoch 41 =>: 48%|██████████████████████████▎ | 102/213 [00:31<00:33, 3.28it/s]
>102, c[0.000,100], d[0.035,0.024], g[4.649]
Training on Epoch 41 =>: 48%|██████████████████████████▌ | 103/213 [00:31<00:33, 3.29it/s]
>103, c[0.000,100], d[0.019,0.018], g[3.822]
Training on Epoch 41 =>: 49%|██████████████████████████▊ | 104/213 [00:31<00:33, 3.28it/s]
>104, c[0.000,100], d[0.358,0.021], g[3.304]
Training on Epoch 41 =>: 49%|███████████████████████████ | 105/213 [00:31<00:32, 3.29it/s]
>105, c[0.000,100], d[0.001,0.272], g[3.461]
Training on Epoch 41 =>: 50%|███████████████████████████▎ | 106/213 [00:32<00:32, 3.29it/s]
>106, c[0.000,100], d[0.271,0.037], g[2.537]
Training on Epoch 41 =>: 50%|███████████████████████████▋ | 107/213 [00:32<00:32, 3.28it/s]
>107, c[0.000,100], d[0.007,0.164], g[3.546]
Training on Epoch 41 =>: 51%|███████████████████████████▉ | 108/213 [00:32<00:32, 3.27it/s]
>108, c[0.000,100], d[0.036,0.028], g[3.787]
Training on Epoch 41 =>: 51%|████████████████████████████▏ | 109/213 [00:33<00:31, 3.29it/s]
>109, c[0.000,100], d[0.053,0.034], g[4.457]
Training on Epoch 41 =>: 52%|████████████████████████████▍ | 110/213 [00:33<00:31, 3.28it/s]
>110, c[0.000,100], d[0.001,0.071], g[3.590]
Training on Epoch 41 =>: 52%|████████████████████████████▋ | 111/213 [00:33<00:31, 3.24it/s]
>111, c[0.000,100], d[0.017,0.090], g[4.662]
Training on Epoch 41 =>: 53%|████████████████████████████▉ | 112/213 [00:34<00:30, 3.26it/s]
>112, c[0.000,100], d[0.001,0.019], g[4.713]
Training on Epoch 41 =>: 53%|█████████████████████████████▏ | 113/213 [00:34<00:30, 3.27it/s]
>113, c[0.000,100], d[0.521,0.041], g[3.670]
Training on Epoch 41 =>: 54%|█████████████████████████████▍ | 114/213 [00:34<00:30, 3.26it/s]
>114, c[0.000,100], d[0.001,0.447], g[2.506]
Training on Epoch 41 =>: 54%|█████████████████████████████▋ | 115/213 [00:35<00:29, 3.27it/s]
>115, c[0.000,100], d[0.021,0.012], g[5.334]
Training on Epoch 41 =>: 54%|█████████████████████████████▉ | 116/213 [00:35<00:29, 3.25it/s]
>116, c[0.000,100], d[0.003,0.290], g[5.278]
Training on Epoch 41 =>: 55%|██████████████████████████████▏ | 117/213 [00:35<00:29, 3.27it/s]
>117, c[0.000,100], d[0.092,0.004], g[5.701]
Training on Epoch 41 =>: 55%|██████████████████████████████▍ | 118/213 [00:35<00:28, 3.29it/s]
>118, c[0.000,100], d[0.312,0.807], g[6.359]
Training on Epoch 41 =>: 56%|██████████████████████████████▋ | 119/213 [00:36<00:28, 3.29it/s]
>119, c[0.001,100], d[0.194,0.301], g[4.768]
Training on Epoch 41 =>: 56%|██████████████████████████████▉ | 120/213 [00:36<00:28, 3.32it/s]
>120, c[0.000,100], d[0.042,0.291], g[6.161]
Training on Epoch 41 =>: 57%|███████████████████████████████▏ | 121/213 [00:36<00:27, 3.34it/s]
>121, c[0.000,100], d[0.817,0.089], g[4.374]
Training on Epoch 41 =>: 57%|███████████████████████████████▌ | 122/213 [00:37<00:27, 3.32it/s]
>122, c[0.000,100], d[0.004,0.278], g[4.214]
Training on Epoch 41 =>: 58%|███████████████████████████████▊ | 123/213 [00:37<00:26, 3.34it/s]
>123, c[0.000,100], d[0.022,0.006], g[4.507]
Training on Epoch 41 =>: 58%|████████████████████████████████ | 124/213 [00:37<00:26, 3.33it/s]
>124, c[0.000,100], d[0.075,0.005], g[5.749]
Training on Epoch 41 =>: 59%|████████████████████████████████▎ | 125/213 [00:38<00:26, 3.30it/s]
>125, c[0.000,100], d[0.075,0.007], g[5.234]
Training on Epoch 41 =>: 59%|████████████████████████████████▌ | 126/213 [00:38<00:27, 3.20it/s]
>126, c[0.000,100], d[0.010,0.044], g[3.435]
Training on Epoch 41 =>: 60%|████████████████████████████████▊ | 127/213 [00:38<00:26, 3.21it/s]
>127, c[0.000,100], d[0.001,0.193], g[3.669]
Training on Epoch 41 =>: 60%|█████████████████████████████████ | 128/213 [00:38<00:25, 3.28it/s]
>128, c[0.000,100], d[0.007,0.023], g[3.694]
Training on Epoch 41 =>: 61%|█████████████████████████████████▎ | 129/213 [00:39<00:25, 3.29it/s]
>129, c[0.000,100], d[0.006,0.024], g[5.452]
Training on Epoch 41 =>: 61%|█████████████████████████████████▌ | 130/213 [00:39<00:25, 3.31it/s]
>130, c[0.000,100], d[0.094,0.078], g[5.366]
Training on Epoch 41 =>: 62%|█████████████████████████████████▊ | 131/213 [00:39<00:24, 3.36it/s]
>131, c[0.000,100], d[0.416,0.006], g[2.999]
Training on Epoch 41 =>: 62%|██████████████████████████████████ | 132/213 [00:40<00:24, 3.30it/s]
>132, c[0.000,100], d[0.015,0.293], g[4.594]
Training on Epoch 41 =>: 62%|██████████████████████████████████▎ | 133/213 [00:40<00:24, 3.28it/s]
>133, c[0.000,100], d[0.019,0.029], g[4.849]
Training on Epoch 41 =>: 63%|██████████████████████████████████▌ | 134/213 [00:40<00:24, 3.27it/s]
>134, c[0.000,100], d[0.031,0.200], g[5.456]
Training on Epoch 41 =>: 63%|██████████████████████████████████▊ | 135/213 [00:41<00:25, 3.10it/s]
>135, c[0.000,100], d[0.265,0.019], g[4.826]
Training on Epoch 41 =>: 64%|███████████████████████████████████ | 136/213 [00:41<00:24, 3.16it/s]
>136, c[0.000,100], d[0.020,0.009], g[4.416]
Training on Epoch 41 =>: 64%|███████████████████████████████████▍ | 137/213 [00:41<00:23, 3.21it/s]
>137, c[0.000,100], d[0.286,0.018], g[4.104]
Training on Epoch 41 =>: 65%|███████████████████████████████████▋ | 138/213 [00:42<00:23, 3.24it/s]
>138, c[0.000,100], d[0.011,0.115], g[2.656]
Training on Epoch 41 =>: 65%|███████████████████████████████████▉ | 139/213 [00:42<00:22, 3.24it/s]
>139, c[0.000,100], d[0.003,0.052], g[4.190]
Training on Epoch 41 =>: 66%|████████████████████████████████████▏ | 140/213 [00:42<00:22, 3.28it/s]
>140, c[0.000,100], d[0.026,0.059], g[5.511]
Training on Epoch 41 =>: 66%|████████████████████████████████████▍ | 141/213 [00:42<00:21, 3.30it/s]
>141, c[0.000,100], d[0.006,0.014], g[3.724]
Training on Epoch 41 =>: 67%|████████████████████████████████████▋ | 142/213 [00:43<00:21, 3.32it/s]
>142, c[0.000,100], d[0.017,0.066], g[5.205]
Training on Epoch 41 =>: 67%|████████████████████████████████████▉ | 143/213 [00:43<00:20, 3.33it/s]
>143, c[0.000,100], d[0.007,0.197], g[6.877]
Training on Epoch 41 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:43<00:20, 3.32it/s]
>144, c[0.000,100], d[0.071,0.011], g[4.495]
Training on Epoch 41 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:44<00:20, 3.30it/s]
>145, c[0.000,100], d[0.203,0.012], g[2.380]
Training on Epoch 41 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:44<00:20, 3.30it/s]
>146, c[0.000,100], d[0.004,0.056], g[4.695]
Training on Epoch 41 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:44<00:20, 3.28it/s]
>147, c[0.000,100], d[0.001,0.445], g[4.970]
Training on Epoch 41 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:45<00:19, 3.27it/s]
>148, c[0.000,100], d[0.021,0.019], g[4.697]
Training on Epoch 41 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:45<00:19, 3.31it/s]
>149, c[0.000,100], d[0.017,0.035], g[4.776]
Training on Epoch 41 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:45<00:18, 3.33it/s]
>150, c[0.000,100], d[0.008,0.005], g[5.381]
Training on Epoch 41 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:45<00:18, 3.33it/s]
>151, c[0.000,100], d[0.018,0.007], g[4.840]
Training on Epoch 41 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:46<00:18, 3.32it/s]
>152, c[0.002,100], d[0.036,0.015], g[5.087]
Training on Epoch 41 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:46<00:18, 3.31it/s]
>153, c[0.000,100], d[0.004,0.039], g[5.393]
Training on Epoch 41 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:46<00:17, 3.33it/s]
>154, c[0.000,100], d[0.015,0.013], g[4.814]
Training on Epoch 41 =>: 73%|████████████████████████████████████████ | 155/213 [00:47<00:17, 3.33it/s]
>155, c[0.000,100], d[0.100,0.107], g[5.165]
Training on Epoch 41 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:47<00:17, 3.32it/s]
>156, c[0.000,100], d[0.208,0.046], g[3.932]
Training on Epoch 41 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:47<00:16, 3.30it/s]
>157, c[0.000,100], d[0.000,0.055], g[2.654]
Training on Epoch 41 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:48<00:16, 3.32it/s]
>158, c[0.000,100], d[0.007,0.020], g[4.261]
Training on Epoch 41 =>: 75%|█████████████████████████████████████████ | 159/213 [00:48<00:16, 3.33it/s]
>159, c[0.000,100], d[0.023,0.077], g[5.777]
Training on Epoch 41 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:48<00:16, 3.30it/s]
>160, c[0.000,100], d[0.025,0.021], g[4.230]
Training on Epoch 41 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:49<00:15, 3.29it/s]
>161, c[0.000,100], d[0.005,0.011], g[4.450]
Training on Epoch 41 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:49<00:15, 3.30it/s]
>162, c[0.000,100], d[0.121,0.026], g[3.933]
Training on Epoch 41 =>: 77%|██████████████████████████████████████████ | 163/213 [00:49<00:15, 3.30it/s]
>163, c[0.000,100], d[0.000,0.069], g[3.389]
Training on Epoch 41 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:49<00:14, 3.30it/s]
>164, c[0.000,100], d[0.005,0.062], g[4.447]
Training on Epoch 41 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:50<00:14, 3.34it/s]
>165, c[0.000,100], d[0.467,0.039], g[4.150]
Training on Epoch 41 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:50<00:14, 3.34it/s]
>166, c[0.000,100], d[0.003,0.024], g[4.372]
Training on Epoch 41 =>: 78%|███████████████████████████████████████████ | 167/213 [00:50<00:13, 3.31it/s]
>167, c[0.000,100], d[0.053,0.084], g[3.008]
Training on Epoch 41 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:51<00:13, 3.32it/s]
>168, c[0.000,100], d[0.008,0.027], g[2.943]
Training on Epoch 41 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:51<00:13, 3.34it/s]
>169, c[0.000,100], d[0.007,0.140], g[5.086]
Training on Epoch 41 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:51<00:12, 3.31it/s]
>170, c[0.000,100], d[0.035,0.023], g[4.669]
Training on Epoch 41 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:52<00:12, 3.31it/s]
>171, c[0.000,100], d[0.107,0.108], g[5.596]
Training on Epoch 41 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:52<00:12, 3.30it/s]
>172, c[0.000,100], d[0.273,0.050], g[3.085]
Training on Epoch 41 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:52<00:12, 3.31it/s]
>173, c[0.000,100], d[0.040,0.766], g[6.398]
Training on Epoch 41 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:52<00:11, 3.31it/s]
>174, c[0.000,100], d[0.537,0.028], g[5.675]
Training on Epoch 41 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:53<00:11, 3.29it/s]
>175, c[0.000,100], d[0.194,0.015], g[4.323]
Training on Epoch 41 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:53<00:11, 3.27it/s]
>176, c[0.000,100], d[0.069,1.461], g[7.135]
Training on Epoch 41 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:53<00:10, 3.29it/s]
>177, c[0.000,100], d[0.003,0.002], g[7.702]
Training on Epoch 41 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:54<00:10, 3.33it/s]
>178, c[0.000,100], d[0.118,0.380], g[7.657]
Training on Epoch 41 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:54<00:10, 3.32it/s]
>179, c[0.000,100], d[0.011,0.003], g[8.167]
Training on Epoch 41 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:54<00:09, 3.34it/s]
>180, c[0.000,100], d[1.500,0.087], g[5.973]
Training on Epoch 41 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:55<00:09, 3.32it/s]
>181, c[0.000,100], d[0.034,0.003], g[6.064]
Training on Epoch 41 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:55<00:09, 3.34it/s]
>182, c[0.000,100], d[0.019,0.007], g[5.053]
Training on Epoch 41 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:55<00:08, 3.34it/s]
>183, c[0.000,100], d[0.041,0.029], g[3.270]
Training on Epoch 41 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:55<00:08, 3.34it/s]
>184, c[0.000,100], d[0.000,0.421], g[6.361]
Training on Epoch 41 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:56<00:08, 3.33it/s]
>185, c[0.000,100], d[0.003,0.011], g[6.664]
Training on Epoch 41 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:56<00:08, 3.30it/s]
>186, c[0.000,100], d[0.536,0.005], g[3.647]
Training on Epoch 41 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:56<00:07, 3.30it/s]
>187, c[0.000,100], d[0.079,0.050], g[3.258]
Training on Epoch 41 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:57<00:07, 3.31it/s]
>188, c[0.000,100], d[0.043,0.081], g[3.706]
Training on Epoch 41 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:57<00:07, 3.31it/s]
>189, c[0.000,100], d[0.004,2.397], g[10.427]
Training on Epoch 41 =>: 89%|█████████████████████████████████████████████████ | 190/213 [00:57<00:06, 3.30it/s]
>190, c[0.000,100], d[0.257,0.001], g[8.559]
Training on Epoch 41 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [00:58<00:06, 3.29it/s]
>191, c[0.000,100], d[0.003,0.011], g[6.432]
Training on Epoch 41 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [00:58<00:06, 3.29it/s]
>192, c[0.000,100], d[0.081,0.011], g[4.932]
Training on Epoch 41 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [00:58<00:06, 3.30it/s]
>193, c[0.000,100], d[0.046,0.028], g[4.486]
Training on Epoch 41 =>: 91%|██████████████████████████████████████████████████ | 194/213 [00:58<00:05, 3.33it/s]
>194, c[0.001,100], d[0.001,0.019], g[4.149]
Training on Epoch 41 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [00:59<00:05, 3.32it/s]
>195, c[0.000,100], d[0.305,0.041], g[3.445]
Training on Epoch 41 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [00:59<00:05, 3.32it/s]
>196, c[0.000,100], d[0.171,0.076], g[3.163]
Training on Epoch 41 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [00:59<00:04, 3.33it/s]
>197, c[0.000,100], d[0.084,0.137], g[2.720]
Training on Epoch 41 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:00<00:04, 3.37it/s]
>198, c[0.000,100], d[0.003,0.066], g[3.485]
Training on Epoch 41 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:00<00:04, 3.33it/s]
>199, c[0.000,100], d[0.001,0.028], g[3.821]
Training on Epoch 41 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:00<00:03, 3.35it/s]
>200, c[0.000,100], d[0.000,0.026], g[3.755]
Training on Epoch 41 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:01<00:03, 3.31it/s]
>201, c[0.000,100], d[0.008,0.026], g[3.611]
Training on Epoch 41 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:01<00:03, 3.28it/s]
>202, c[0.000,100], d[0.001,0.018], g[4.439]
Training on Epoch 41 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:01<00:03, 3.24it/s]
>203, c[0.000,100], d[0.006,0.015], g[4.206]
Training on Epoch 41 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:01<00:02, 3.27it/s]
>204, c[0.000,100], d[0.001,0.017], g[4.342]
Training on Epoch 41 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:02<00:02, 3.32it/s]
>205, c[0.000,100], d[0.020,0.011], g[4.471]
Training on Epoch 41 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:02<00:02, 3.28it/s]
>206, c[0.000,100], d[0.001,0.008], g[4.513]
Training on Epoch 41 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:02<00:01, 3.30it/s]
>207, c[0.000,100], d[0.610,0.046], g[3.071]
Training on Epoch 41 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:03<00:01, 3.30it/s]
>208, c[0.000,100], d[0.005,0.063], g[2.999]
Training on Epoch 41 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:03<00:01, 3.30it/s]
>209, c[0.000,100], d[0.001,0.042], g[3.487]
Training on Epoch 41 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:03<00:00, 3.31it/s]
>210, c[0.000,100], d[0.002,0.033], g[3.492]
Training on Epoch 41 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:04<00:00, 3.34it/s]
>211, c[0.000,100], d[0.000,0.027], g[3.841]
Training on Epoch 41 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:04<00:00, 3.33it/s]
>212, c[0.000,100], d[0.000,0.021], g[3.835]
Training on Epoch 41 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:04<00:00, 3.29it/s]
>213, c[0.000,100], d[0.063,0.022], g[3.827]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
EPOCHS =>: 82%|██████████████████████████████████████████████████████████▏ | 41/50 [50:59<10:22, 69.15s/it]
>Saved: logs/generated_plot_0041.png, logs/g_model_0041.h5, and logs/c_model_0041.h5
Training on Epoch 42 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 42 =>: 0%|▎ | 1/213 [00:00<01:18, 2.69it/s]
>1, c[0.000,100], d[0.000,0.051], g[3.929]
Training on Epoch 42 =>: 1%|▌ | 2/213 [00:00<01:08, 3.06it/s]
>2, c[0.000,100], d[0.011,0.017], g[4.136]
Training on Epoch 42 =>: 1%|▊ | 3/213 [00:00<01:06, 3.16it/s]
>3, c[0.000,100], d[0.017,0.017], g[4.276]
Training on Epoch 42 =>: 2%|█ | 4/213 [00:01<01:04, 3.23it/s]
>4, c[0.000,100], d[0.002,0.015], g[3.587]
Training on Epoch 42 =>: 2%|█▎ | 5/213 [00:01<01:03, 3.28it/s]
>5, c[0.000,100], d[0.000,0.016], g[4.538]
Training on Epoch 42 =>: 3%|█▌ | 6/213 [00:02<01:16, 2.72it/s]
>6, c[0.000,100], d[0.000,0.008], g[5.323]
Training on Epoch 42 =>: 3%|█▊ | 7/213 [00:02<01:22, 2.50it/s]
>7, c[0.000,100], d[0.002,0.015], g[4.693]
Training on Epoch 42 =>: 4%|██▏ | 8/213 [00:02<01:26, 2.36it/s]
>8, c[0.000,100], d[0.023,0.014], g[4.148]
Training on Epoch 42 =>: 4%|██▍ | 9/213 [00:03<01:29, 2.27it/s]
>9, c[0.000,100], d[0.000,0.013], g[4.403]
Training on Epoch 42 =>: 5%|██▋ | 10/213 [00:03<01:32, 2.18it/s]
>10, c[0.000,100], d[0.004,0.010], g[4.568]
Training on Epoch 42 =>: 5%|██▉ | 11/213 [00:04<01:33, 2.15it/s]
>11, c[0.000,100], d[0.029,0.033], g[4.901]
Training on Epoch 42 =>: 6%|███▏ | 12/213 [00:04<01:33, 2.14it/s]
>12, c[0.000,100], d[0.014,0.010], g[4.201]
Training on Epoch 42 =>: 6%|███▍ | 13/213 [00:05<01:34, 2.13it/s]
>13, c[0.000,100], d[0.000,0.137], g[5.330]
Training on Epoch 42 =>: 7%|███▋ | 14/213 [00:05<01:33, 2.14it/s]
>14, c[0.000,100], d[0.025,0.006], g[5.132]
Training on Epoch 42 =>: 7%|███▉ | 15/213 [00:06<01:34, 2.10it/s]
>15, c[0.000,100], d[0.026,0.014], g[5.806]
Training on Epoch 42 =>: 8%|████▏ | 16/213 [00:06<01:34, 2.09it/s]
>16, c[0.000,100], d[0.003,0.004], g[4.407]
Training on Epoch 42 =>: 8%|████▍ | 17/213 [00:07<01:33, 2.09it/s]
>17, c[0.000,100], d[0.001,0.013], g[4.951]
Training on Epoch 42 =>: 8%|████▋ | 18/213 [00:07<01:32, 2.10it/s]
>18, c[0.000,100], d[0.006,0.046], g[5.723]
Training on Epoch 42 =>: 9%|████▉ | 19/213 [00:08<01:31, 2.11it/s]
>19, c[0.000,100], d[0.001,0.004], g[5.064]
Training on Epoch 42 =>: 9%|█████▎ | 20/213 [00:08<01:32, 2.09it/s]
>20, c[0.000,100], d[0.000,0.314], g[4.726]
Training on Epoch 42 =>: 10%|█████▌ | 21/213 [00:09<01:31, 2.11it/s]
>21, c[0.000,100], d[0.009,0.008], g[6.488]
Training on Epoch 42 =>: 10%|█████▊ | 22/213 [00:09<01:30, 2.11it/s]
>22, c[0.000,100], d[0.134,0.008], g[4.057]
Training on Epoch 42 =>: 11%|██████ | 23/213 [00:10<01:30, 2.11it/s]
>23, c[0.000,100], d[0.006,0.079], g[4.085]
Training on Epoch 42 =>: 11%|██████▎ | 24/213 [00:10<01:29, 2.11it/s]
>24, c[0.000,100], d[0.108,0.039], g[4.223]
Training on Epoch 42 =>: 12%|██████▌ | 25/213 [00:11<01:28, 2.11it/s]
>25, c[0.000,100], d[0.000,1.043], g[5.339]
Training on Epoch 42 =>: 12%|██████▊ | 26/213 [00:11<01:27, 2.13it/s]
>26, c[0.000,100], d[0.000,0.054], g[5.593]
Training on Epoch 42 =>: 13%|███████ | 27/213 [00:12<01:28, 2.11it/s]
>27, c[0.002,100], d[0.815,0.086], g[3.097]
Training on Epoch 42 =>: 13%|███████▎ | 28/213 [00:12<01:27, 2.11it/s]
>28, c[0.000,100], d[0.153,0.194], g[4.720]
Training on Epoch 42 =>: 14%|███████▌ | 29/213 [00:13<01:27, 2.10it/s]
>29, c[0.000,100], d[0.001,0.011], g[5.263]
Training on Epoch 42 =>: 14%|███████▉ | 30/213 [00:13<01:27, 2.10it/s]
>30, c[0.000,100], d[0.008,0.022], g[4.567]
Training on Epoch 42 =>: 15%|████████▏ | 31/213 [00:13<01:25, 2.12it/s]
>31, c[0.000,100], d[0.261,0.292], g[4.056]
Training on Epoch 42 =>: 15%|████████▍ | 32/213 [00:14<01:25, 2.13it/s]
>32, c[0.000,100], d[0.007,0.019], g[3.539]
Training on Epoch 42 =>: 15%|████████▋ | 33/213 [00:14<01:24, 2.12it/s]
>33, c[0.000,100], d[0.100,0.055], g[3.593]
Training on Epoch 42 =>: 16%|████████▉ | 34/213 [00:15<01:25, 2.10it/s]
>34, c[0.000,100], d[0.001,0.035], g[4.216]
Training on Epoch 42 =>: 16%|█████████▏ | 35/213 [00:15<01:25, 2.08it/s]
>35, c[0.000,100], d[0.000,0.013], g[4.459]
Training on Epoch 42 =>: 17%|█████████▍ | 36/213 [00:16<01:25, 2.07it/s]
>36, c[0.000,100], d[0.029,0.128], g[3.136]
Training on Epoch 42 =>: 17%|█████████▋ | 37/213 [00:16<01:24, 2.07it/s]
>37, c[0.000,100], d[0.011,0.064], g[4.884]
Training on Epoch 42 =>: 18%|█████████▉ | 38/213 [00:17<01:23, 2.10it/s]
>38, c[0.000,100], d[0.005,0.085], g[5.074]
Training on Epoch 42 =>: 18%|██████████▎ | 39/213 [00:17<01:22, 2.12it/s]
>39, c[0.000,100], d[0.206,0.024], g[4.825]
Training on Epoch 42 =>: 19%|██████████▌ | 40/213 [00:18<01:22, 2.11it/s]
>40, c[0.000,100], d[0.002,0.015], g[4.160]
Training on Epoch 42 =>: 19%|██████████▊ | 41/213 [00:18<01:21, 2.11it/s]
>41, c[0.001,100], d[0.001,0.140], g[4.325]
Training on Epoch 42 =>: 20%|███████████ | 42/213 [00:19<01:21, 2.11it/s]
>42, c[0.001,100], d[0.001,0.018], g[5.673]
Training on Epoch 42 =>: 20%|███████████▎ | 43/213 [00:19<01:20, 2.12it/s]
>43, c[0.000,100], d[0.001,0.022], g[5.411]
Training on Epoch 42 =>: 21%|███████████▌ | 44/213 [00:20<01:19, 2.12it/s]
>44, c[0.000,100], d[1.025,0.217], g[4.204]
Training on Epoch 42 =>: 21%|███████████▊ | 45/213 [00:20<01:18, 2.13it/s]
>45, c[0.000,100], d[0.006,0.113], g[6.442]
Training on Epoch 42 =>: 22%|████████████ | 46/213 [00:21<01:18, 2.12it/s]
>46, c[0.039,100], d[0.252,0.193], g[5.369]
Training on Epoch 42 =>: 22%|████████████▎ | 47/213 [00:21<01:18, 2.13it/s]
>47, c[0.000,100], d[0.705,0.009], g[4.763]
Training on Epoch 42 =>: 23%|████████████▌ | 48/213 [00:22<01:18, 2.11it/s]
>48, c[0.000,100], d[0.420,0.041], g[2.114]
Training on Epoch 42 =>: 23%|████████████▉ | 49/213 [00:22<01:17, 2.12it/s]
>49, c[0.025,100], d[0.000,0.287], g[3.979]
Training on Epoch 42 =>: 23%|█████████████▏ | 50/213 [00:22<01:17, 2.12it/s]
>50, c[0.000,100], d[0.000,0.085], g[5.529]
Training on Epoch 42 =>: 24%|█████████████▍ | 51/213 [00:23<01:17, 2.10it/s]
>51, c[0.000,100], d[0.009,0.211], g[5.596]
Training on Epoch 42 =>: 24%|█████████████▋ | 52/213 [00:23<01:16, 2.09it/s]
>52, c[0.000,100], d[0.003,0.041], g[5.587]
Training on Epoch 42 =>: 25%|█████████████▉ | 53/213 [00:24<01:16, 2.09it/s]
>53, c[0.000,100], d[0.203,0.012], g[4.327]
Training on Epoch 42 =>: 25%|██████████████▏ | 54/213 [00:24<01:15, 2.10it/s]
>54, c[0.000,100], d[0.011,0.006], g[5.024]
Training on Epoch 42 =>: 26%|██████████████▍ | 55/213 [00:25<01:15, 2.09it/s]
>55, c[0.000,100], d[0.003,0.025], g[5.276]
Training on Epoch 42 =>: 26%|██████████████▋ | 56/213 [00:25<01:14, 2.11it/s]
>56, c[0.000,100], d[0.090,0.027], g[3.608]
Training on Epoch 42 =>: 27%|██████████████▉ | 57/213 [00:26<01:13, 2.13it/s]
>57, c[0.000,100], d[0.036,0.308], g[4.926]
Training on Epoch 42 =>: 27%|███████████████▏ | 58/213 [00:26<01:13, 2.11it/s]
>58, c[0.000,100], d[0.206,0.018], g[5.539]
Training on Epoch 42 =>: 28%|███████████████▌ | 59/213 [00:27<01:12, 2.11it/s]
>59, c[0.000,100], d[0.046,0.179], g[3.943]
Training on Epoch 42 =>: 28%|███████████████▊ | 60/213 [00:27<01:12, 2.11it/s]
>60, c[0.000,100], d[0.042,0.056], g[5.395]
Training on Epoch 42 =>: 29%|████████████████ | 61/213 [00:28<01:11, 2.12it/s]
>61, c[0.000,100], d[0.013,0.005], g[4.953]
Training on Epoch 42 =>: 29%|████████████████▎ | 62/213 [00:28<01:11, 2.11it/s]
>62, c[0.000,100], d[0.557,0.013], g[4.424]
Training on Epoch 42 =>: 30%|████████████████▌ | 63/213 [00:29<01:10, 2.12it/s]
>63, c[0.000,100], d[0.159,0.075], g[1.903]
Training on Epoch 42 =>: 30%|████████████████▊ | 64/213 [00:29<01:21, 1.83it/s]
>64, c[0.000,100], d[0.026,0.408], g[2.600]
Training on Epoch 42 =>: 31%|█████████████████ | 65/213 [00:30<01:17, 1.91it/s]
>65, c[0.000,100], d[0.001,0.017], g[4.428]
Training on Epoch 42 =>: 31%|█████████████████▎ | 66/213 [00:30<01:15, 1.95it/s]
>66, c[0.000,100], d[0.002,0.542], g[4.855]
Training on Epoch 42 =>: 31%|█████████████████▌ | 67/213 [00:31<01:12, 2.00it/s]
>67, c[0.000,100], d[0.001,0.016], g[6.732]
Training on Epoch 42 =>: 32%|█████████████████▉ | 68/213 [00:31<01:11, 2.03it/s]
>68, c[0.000,100], d[0.010,0.005], g[5.430]
Training on Epoch 42 =>: 32%|██████████████████▏ | 69/213 [00:32<01:10, 2.05it/s]
>69, c[0.000,100], d[0.161,0.020], g[5.369]
Training on Epoch 42 =>: 33%|██████████████████▍ | 70/213 [00:32<01:08, 2.08it/s]
>70, c[0.000,100], d[0.045,0.018], g[4.454]
Training on Epoch 42 =>: 33%|██████████████████▋ | 71/213 [00:33<01:07, 2.11it/s]
>71, c[0.000,100], d[0.038,0.010], g[3.629]
Training on Epoch 42 =>: 34%|██████████████████▉ | 72/213 [00:33<01:06, 2.11it/s]
>72, c[0.009,100], d[0.299,0.282], g[3.306]
Training on Epoch 42 =>: 34%|███████████████████▏ | 73/213 [00:34<01:05, 2.12it/s]
>73, c[0.000,100], d[0.001,0.015], g[3.606]
Training on Epoch 42 =>: 35%|███████████████████▍ | 74/213 [00:34<01:05, 2.14it/s]
>74, c[0.000,100], d[0.028,0.081], g[4.361]
Training on Epoch 42 =>: 35%|███████████████████▋ | 75/213 [00:35<01:04, 2.13it/s]
>75, c[0.000,100], d[0.024,0.186], g[4.013]
Training on Epoch 42 =>: 36%|███████████████████▉ | 76/213 [00:35<01:05, 2.10it/s]
>76, c[0.000,100], d[0.005,0.006], g[4.945]
Training on Epoch 42 =>: 36%|████████████████████▏ | 77/213 [00:35<01:04, 2.11it/s]
>77, c[0.000,100], d[0.345,0.021], g[3.446]
Training on Epoch 42 =>: 37%|████████████████████▌ | 78/213 [00:36<01:03, 2.11it/s]
>78, c[0.000,100], d[0.024,0.504], g[3.959]
Training on Epoch 42 =>: 37%|████████████████████▊ | 79/213 [00:36<01:03, 2.11it/s]
>79, c[0.000,100], d[0.389,0.228], g[4.182]
Training on Epoch 42 =>: 38%|█████████████████████ | 80/213 [00:37<01:02, 2.12it/s]
>80, c[0.000,100], d[0.224,0.174], g[4.432]
Training on Epoch 42 =>: 38%|█████████████████████▎ | 81/213 [00:37<01:01, 2.13it/s]
>81, c[0.000,100], d[0.002,0.057], g[4.738]
Training on Epoch 42 =>: 38%|█████████████████████▌ | 82/213 [00:38<01:01, 2.12it/s]
>82, c[0.000,100], d[0.005,0.058], g[4.355]
Training on Epoch 42 =>: 39%|█████████████████████▊ | 83/213 [00:38<01:01, 2.11it/s]
>83, c[0.000,100], d[0.247,0.077], g[4.378]
Training on Epoch 42 =>: 39%|██████████████████████ | 84/213 [00:39<01:01, 2.11it/s]
>84, c[0.000,100], d[0.005,0.447], g[4.190]
Training on Epoch 42 =>: 40%|██████████████████████▎ | 85/213 [00:39<01:00, 2.12it/s]
>85, c[0.000,100], d[0.003,0.005], g[6.534]
Training on Epoch 42 =>: 40%|██████████████████████▌ | 86/213 [00:40<00:59, 2.12it/s]
>86, c[0.000,100], d[0.333,0.008], g[5.410]
Training on Epoch 42 =>: 41%|██████████████████████▊ | 87/213 [00:40<00:59, 2.13it/s]
>87, c[0.000,100], d[0.002,0.130], g[5.962]
Training on Epoch 42 =>: 41%|███████████████████████▏ | 88/213 [00:41<00:59, 2.10it/s]
>88, c[0.000,100], d[0.000,0.031], g[4.581]
Training on Epoch 42 =>: 42%|███████████████████████▍ | 89/213 [00:41<00:58, 2.10it/s]
>89, c[0.000,100], d[0.001,0.349], g[4.654]
Training on Epoch 42 =>: 42%|███████████████████████▋ | 90/213 [00:42<00:58, 2.09it/s]
>90, c[0.000,100], d[0.135,0.007], g[5.389]
Training on Epoch 42 =>: 43%|███████████████████████▉ | 91/213 [00:42<00:58, 2.10it/s]
>91, c[0.000,100], d[0.038,0.017], g[5.309]
Training on Epoch 42 =>: 43%|████████████████████████▏ | 92/213 [00:43<00:57, 2.12it/s]
>92, c[0.000,100], d[0.351,0.018], g[4.971]
Training on Epoch 42 =>: 44%|████████████████████████▍ | 93/213 [00:43<00:56, 2.14it/s]
>93, c[0.000,100], d[0.097,0.257], g[2.818]
Training on Epoch 42 =>: 44%|████████████████████████▋ | 94/213 [00:44<00:56, 2.11it/s]
>94, c[0.000,100], d[0.110,0.074], g[3.323]
Training on Epoch 42 =>: 45%|████████████████████████▉ | 95/213 [00:44<00:56, 2.10it/s]
>95, c[0.000,100], d[0.093,0.035], g[4.185]
Training on Epoch 42 =>: 45%|█████████████████████████▏ | 96/213 [00:44<00:55, 2.09it/s]
>96, c[0.000,100], d[0.002,0.032], g[4.385]
Training on Epoch 42 =>: 46%|█████████████████████████▌ | 97/213 [00:45<00:55, 2.09it/s]
>97, c[0.000,100], d[0.024,0.090], g[4.067]
Training on Epoch 42 =>: 46%|█████████████████████████▊ | 98/213 [00:45<00:54, 2.11it/s]
>98, c[0.000,100], d[0.197,0.480], g[7.100]
Training on Epoch 42 =>: 46%|██████████████████████████ | 99/213 [00:46<00:53, 2.12it/s]
>99, c[0.002,100], d[0.017,0.067], g[5.595]
Training on Epoch 42 =>: 47%|█████████████████████████▊ | 100/213 [00:46<00:53, 2.12it/s]
>100, c[0.000,100], d[0.533,0.009], g[5.060]
Training on Epoch 42 =>: 47%|██████████████████████████ | 101/213 [00:47<00:53, 2.11it/s]
>101, c[0.000,100], d[0.393,0.019], g[3.213]
Training on Epoch 42 =>: 48%|██████████████████████████▎ | 102/213 [00:47<00:52, 2.10it/s]
>102, c[0.000,100], d[0.001,0.157], g[2.214]
Training on Epoch 42 =>: 48%|██████████████████████████▌ | 103/213 [00:48<00:52, 2.11it/s]
>103, c[0.188,83], d[0.552,0.134], g[2.849]
Training on Epoch 42 =>: 49%|██████████████████████████▊ | 104/213 [00:48<00:51, 2.11it/s]
>104, c[0.000,100], d[0.119,0.905], g[3.764]
Training on Epoch 42 =>: 49%|███████████████████████████ | 105/213 [00:49<00:51, 2.12it/s]
>105, c[0.000,100], d[0.198,0.477], g[4.625]
Training on Epoch 42 =>: 50%|███████████████████████████▎ | 106/213 [00:49<00:50, 2.12it/s]
>106, c[0.000,100], d[0.003,0.007], g[4.244]
Training on Epoch 42 =>: 50%|███████████████████████████▋ | 107/213 [00:50<00:50, 2.11it/s]
>107, c[0.000,100], d[0.003,0.006], g[5.539]
Training on Epoch 42 =>: 51%|███████████████████████████▉ | 108/213 [00:50<00:49, 2.12it/s]
>108, c[0.001,100], d[0.005,0.022], g[4.918]
Training on Epoch 42 =>: 51%|████████████████████████████▏ | 109/213 [00:51<00:48, 2.13it/s]
>109, c[0.006,100], d[0.019,0.024], g[4.398]
Training on Epoch 42 =>: 52%|████████████████████████████▍ | 110/213 [00:51<00:48, 2.14it/s]
>110, c[0.006,100], d[0.218,0.090], g[4.188]
Training on Epoch 42 =>: 52%|████████████████████████████▋ | 111/213 [00:52<00:48, 2.11it/s]
>111, c[0.000,100], d[0.018,0.022], g[4.156]
Training on Epoch 42 =>: 53%|████████████████████████████▉ | 112/213 [00:52<00:47, 2.11it/s]
>112, c[0.000,100], d[0.008,0.022], g[4.145]
Training on Epoch 42 =>: 53%|█████████████████████████████▏ | 113/213 [00:53<00:47, 2.11it/s]
>113, c[0.325,83], d[0.000,0.847], g[4.063]
Training on Epoch 42 =>: 54%|█████████████████████████████▍ | 114/213 [00:53<00:46, 2.12it/s]
>114, c[0.001,100], d[0.255,0.642], g[5.121]
Training on Epoch 42 =>: 54%|█████████████████████████████▋ | 115/213 [00:53<00:46, 2.12it/s]
>115, c[0.000,100], d[0.000,0.015], g[6.796]
Training on Epoch 42 =>: 54%|█████████████████████████████▉ | 116/213 [00:54<00:45, 2.13it/s]
>116, c[2.866,83], d[0.042,0.222], g[2.626]
Training on Epoch 42 =>: 55%|██████████████████████████████▏ | 117/213 [00:54<00:45, 2.13it/s]
>117, c[0.003,100], d[0.025,0.437], g[4.306]
Training on Epoch 42 =>: 55%|██████████████████████████████▍ | 118/213 [00:55<00:45, 2.10it/s]
>118, c[0.000,100], d[0.664,1.598], g[3.067]
Training on Epoch 42 =>: 56%|██████████████████████████████▋ | 119/213 [00:55<00:44, 2.11it/s]
>119, c[0.000,100], d[0.126,0.874], g[2.790]
Training on Epoch 42 =>: 56%|██████████████████████████████▉ | 120/213 [00:56<00:43, 2.12it/s]
>120, c[0.000,100], d[0.306,0.034], g[3.335]
Training on Epoch 42 =>: 57%|███████████████████████████████▏ | 121/213 [00:56<00:43, 2.13it/s]
>121, c[0.000,100], d[0.013,0.694], g[4.330]
Training on Epoch 42 =>: 57%|███████████████████████████████▌ | 122/213 [00:57<00:42, 2.13it/s]
>122, c[0.003,100], d[0.799,0.076], g[3.340]
Training on Epoch 42 =>: 58%|███████████████████████████████▊ | 123/213 [00:57<00:42, 2.13it/s]
>123, c[0.000,100], d[0.016,0.622], g[4.601]
Training on Epoch 42 =>: 58%|████████████████████████████████ | 124/213 [00:58<00:41, 2.13it/s]
>124, c[0.001,100], d[0.581,0.061], g[2.699]
Training on Epoch 42 =>: 59%|████████████████████████████████▎ | 125/213 [00:58<00:41, 2.14it/s]
>125, c[0.000,100], d[0.002,0.642], g[2.749]
Training on Epoch 42 =>: 59%|████████████████████████████████▌ | 126/213 [00:59<00:40, 2.14it/s]
>126, c[0.000,100], d[0.627,0.041], g[3.490]
Training on Epoch 42 =>: 60%|████████████████████████████████▊ | 127/213 [00:59<00:40, 2.13it/s]
>127, c[0.000,100], d[0.017,0.480], g[3.670]
Training on Epoch 42 =>: 60%|█████████████████████████████████ | 128/213 [01:00<00:39, 2.13it/s]
>128, c[1.180,83], d[0.107,0.720], g[4.407]
Training on Epoch 42 =>: 61%|█████████████████████████████████▎ | 129/213 [01:00<00:39, 2.12it/s]
>129, c[0.011,100], d[1.895,0.060], g[2.983]
Training on Epoch 42 =>: 61%|█████████████████████████████████▌ | 130/213 [01:00<00:38, 2.13it/s]
>130, c[0.000,100], d[0.167,0.288], g[2.231]
Training on Epoch 42 =>: 62%|█████████████████████████████████▊ | 131/213 [01:01<00:38, 2.13it/s]
>131, c[0.000,100], d[0.020,0.094], g[3.805]
Training on Epoch 42 =>: 62%|██████████████████████████████████ | 132/213 [01:01<00:38, 2.11it/s]
>132, c[0.000,100], d[0.377,0.214], g[2.843]
Training on Epoch 42 =>: 62%|██████████████████████████████████▎ | 133/213 [01:02<00:37, 2.11it/s]
>133, c[1.034,83], d[2.897,0.405], g[3.624]
Training on Epoch 42 =>: 63%|██████████████████████████████████▌ | 134/213 [01:02<00:37, 2.10it/s]
>134, c[0.344,83], d[0.002,0.009], g[3.790]
Training on Epoch 42 =>: 63%|██████████████████████████████████▊ | 135/213 [01:03<00:37, 2.10it/s]
>135, c[0.000,100], d[0.941,0.172], g[1.127]
Training on Epoch 42 =>: 64%|███████████████████████████████████ | 136/213 [01:03<00:36, 2.11it/s]
>136, c[0.000,100], d[0.006,0.910], g[3.401]
Training on Epoch 42 =>: 64%|███████████████████████████████████▍ | 137/213 [01:04<00:35, 2.13it/s]
>137, c[2.123,67], d[0.000,7.383], g[6.151]
Training on Epoch 42 =>: 65%|███████████████████████████████████▋ | 138/213 [01:04<00:35, 2.12it/s]
>138, c[0.000,100], d[0.005,0.004], g[7.355]
Training on Epoch 42 =>: 65%|███████████████████████████████████▉ | 139/213 [01:05<00:35, 2.09it/s]
>139, c[0.000,100], d[0.820,0.008], g[3.654]
Training on Epoch 42 =>: 66%|████████████████████████████████████▏ | 140/213 [01:05<00:34, 2.10it/s]
>140, c[0.000,100], d[0.611,0.270], g[1.942]
Training on Epoch 42 =>: 66%|████████████████████████████████████▍ | 141/213 [01:06<00:40, 1.78it/s]
>141, c[0.007,100], d[0.008,0.802], g[3.053]
Training on Epoch 42 =>: 67%|████████████████████████████████████▋ | 142/213 [01:06<00:37, 1.87it/s]
>142, c[1.033,83], d[0.654,0.099], g[6.215]
Training on Epoch 42 =>: 67%|████████████████████████████████████▉ | 143/213 [01:07<00:36, 1.93it/s]
>143, c[0.000,100], d[0.314,0.584], g[5.878]
Training on Epoch 42 =>: 68%|█████████████████████████████████████▏ | 144/213 [01:07<00:34, 1.99it/s]
>144, c[2.104,67], d[0.139,0.085], g[2.456]
Training on Epoch 42 =>: 68%|█████████████████████████████████████▍ | 145/213 [01:08<00:33, 2.03it/s]
>145, c[0.000,100], d[0.043,1.804], g[3.999]
Training on Epoch 42 =>: 69%|█████████████████████████████████████▋ | 146/213 [01:08<00:32, 2.05it/s]
>146, c[0.000,100], d[0.681,1.143], g[3.000]
Training on Epoch 42 =>: 69%|█████████████████████████████████████▉ | 147/213 [01:09<00:28, 2.34it/s]
>147, c[0.000,100], d[0.125,0.338], g[2.915]
Training on Epoch 42 =>: 69%|██████████████████████████████████████▏ | 148/213 [01:09<00:25, 2.59it/s]
>148, c[0.029,100], d[0.222,0.092], g[2.897]
Training on Epoch 42 =>: 70%|██████████████████████████████████████▍ | 149/213 [01:09<00:22, 2.78it/s]
>149, c[0.009,100], d[0.003,0.125], g[2.623]
Training on Epoch 42 =>: 70%|██████████████████████████████████████▋ | 150/213 [01:10<00:21, 2.93it/s]
>150, c[0.000,100], d[0.009,0.455], g[2.491]
Training on Epoch 42 =>: 71%|██████████████████████████████████████▉ | 151/213 [01:10<00:20, 3.03it/s]
>151, c[0.000,100], d[0.108,0.148], g[3.331]
Training on Epoch 42 =>: 71%|███████████████████████████████████████▏ | 152/213 [01:10<00:19, 3.12it/s]
>152, c[0.000,100], d[0.108,0.058], g[2.995]
Training on Epoch 42 =>: 72%|███████████████████████████████████████▌ | 153/213 [01:10<00:18, 3.17it/s]
>153, c[0.000,100], d[0.004,1.152], g[3.074]
Training on Epoch 42 =>: 72%|███████████████████████████████████████▊ | 154/213 [01:11<00:18, 3.22it/s]
>154, c[0.000,100], d[0.612,0.060], g[6.537]
Training on Epoch 42 =>: 73%|████████████████████████████████████████ | 155/213 [01:11<00:17, 3.24it/s]
>155, c[0.000,100], d[0.067,0.786], g[2.426]
Training on Epoch 42 =>: 73%|████████████████████████████████████████▎ | 156/213 [01:11<00:17, 3.26it/s]
>156, c[0.934,83], d[0.001,0.105], g[4.678]
Training on Epoch 42 =>: 74%|████████████████████████████████████████▌ | 157/213 [01:12<00:17, 3.25it/s]
>157, c[0.001,100], d[1.063,0.462], g[2.308]
Training on Epoch 42 =>: 74%|████████████████████████████████████████▊ | 158/213 [01:12<00:16, 3.29it/s]
>158, c[0.000,100], d[0.000,0.169], g[1.816]
Training on Epoch 42 =>: 75%|█████████████████████████████████████████ | 159/213 [01:12<00:16, 3.27it/s]
>159, c[0.000,100], d[0.000,0.083], g[2.766]
Training on Epoch 42 =>: 75%|█████████████████████████████████████████▎ | 160/213 [01:13<00:16, 3.26it/s]
>160, c[0.012,100], d[0.003,0.070], g[3.152]
Training on Epoch 42 =>: 76%|█████████████████████████████████████████▌ | 161/213 [01:13<00:15, 3.27it/s]
>161, c[0.000,100], d[0.018,0.062], g[3.099]
Training on Epoch 42 =>: 76%|█████████████████████████████████████████▊ | 162/213 [01:13<00:15, 3.29it/s]
>162, c[0.304,83], d[0.155,0.122], g[2.435]
Training on Epoch 42 =>: 77%|██████████████████████████████████████████ | 163/213 [01:13<00:15, 3.30it/s]
>163, c[0.000,100], d[0.042,0.104], g[2.696]
Training on Epoch 42 =>: 77%|██████████████████████████████████████████▎ | 164/213 [01:14<00:15, 3.25it/s]
>164, c[0.000,100], d[0.378,0.665], g[3.731]
Training on Epoch 42 =>: 77%|██████████████████████████████████████████▌ | 165/213 [01:14<00:14, 3.26it/s]
>165, c[0.072,100], d[0.454,0.022], g[4.267]
Training on Epoch 42 =>: 78%|██████████████████████████████████████████▊ | 166/213 [01:14<00:14, 3.29it/s]
>166, c[0.021,100], d[0.007,0.022], g[3.930]
Training on Epoch 42 =>: 78%|███████████████████████████████████████████ | 167/213 [01:15<00:13, 3.30it/s]
>167, c[0.000,100], d[0.011,0.016], g[4.503]
Training on Epoch 42 =>: 79%|███████████████████████████████████████████▍ | 168/213 [01:15<00:13, 3.33it/s]
>168, c[0.000,100], d[0.094,0.021], g[3.999]
Training on Epoch 42 =>: 79%|███████████████████████████████████████████▋ | 169/213 [01:15<00:13, 3.33it/s]
>169, c[0.000,100], d[0.002,0.027], g[3.690]
Training on Epoch 42 =>: 80%|███████████████████████████████████████████▉ | 170/213 [01:16<00:13, 3.29it/s]
>170, c[0.000,100], d[0.273,0.052], g[3.142]
Training on Epoch 42 =>: 80%|████████████████████████████████████████████▏ | 171/213 [01:16<00:12, 3.29it/s]
>171, c[0.000,100], d[0.005,0.070], g[3.151]
Training on Epoch 42 =>: 81%|████████████████████████████████████████████▍ | 172/213 [01:16<00:12, 3.31it/s]
>172, c[0.000,100], d[0.000,0.041], g[3.562]
Training on Epoch 42 =>: 81%|████████████████████████████████████████████▋ | 173/213 [01:17<00:12, 3.33it/s]
>173, c[0.000,100], d[0.019,0.045], g[3.302]
Training on Epoch 42 =>: 82%|████████████████████████████████████████████▉ | 174/213 [01:17<00:11, 3.30it/s]
>174, c[1.011,67], d[0.019,0.027], g[3.765]
Training on Epoch 42 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [01:17<00:11, 3.28it/s]
>175, c[0.000,100], d[0.005,0.034], g[3.601]
Training on Epoch 42 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [01:17<00:11, 3.29it/s]
>176, c[2.522,50], d[0.176,0.195], g[2.603]
Training on Epoch 42 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [01:18<00:10, 3.28it/s]
>177, c[0.059,100], d[0.002,0.891], g[4.578]
Training on Epoch 42 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [01:18<00:10, 3.34it/s]
>178, c[0.000,100], d[0.559,0.180], g[3.257]
Training on Epoch 42 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [01:18<00:10, 3.35it/s]
>179, c[0.000,100], d[0.008,0.218], g[3.191]
Training on Epoch 42 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [01:19<00:09, 3.35it/s]
>180, c[0.000,100], d[0.243,0.670], g[7.972]
Training on Epoch 42 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [01:19<00:09, 3.34it/s]
>181, c[0.427,83], d[0.326,0.034], g[3.835]
Training on Epoch 42 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [01:19<00:09, 3.33it/s]
>182, c[0.000,100], d[0.488,0.259], g[2.003]
Training on Epoch 42 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [01:20<00:09, 3.33it/s]
>183, c[0.000,100], d[0.506,1.212], g[2.593]
Training on Epoch 42 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [01:20<00:08, 3.32it/s]
>184, c[0.000,100], d[0.001,0.037], g[3.883]
Training on Epoch 42 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [01:20<00:08, 3.24it/s]
>185, c[0.000,100], d[0.001,0.016], g[4.616]
Training on Epoch 42 =>: 87%|████████████████████████████████████████████████ | 186/213 [01:20<00:08, 3.28it/s]
>186, c[0.000,100], d[0.002,0.010], g[4.809]
Training on Epoch 42 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [01:21<00:07, 3.28it/s]
>187, c[0.000,100], d[0.012,0.022], g[4.205]
Training on Epoch 42 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [01:21<00:07, 3.27it/s]
>188, c[0.249,83], d[0.629,0.055], g[2.915]
Training on Epoch 42 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [01:21<00:07, 3.29it/s]
>189, c[0.000,100], d[0.004,0.184], g[2.712]
Training on Epoch 42 =>: 89%|█████████████████████████████████████████████████ | 190/213 [01:22<00:06, 3.31it/s]
>190, c[0.000,100], d[0.000,0.802], g[3.211]
Training on Epoch 42 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [01:22<00:06, 3.30it/s]
>191, c[0.000,100], d[0.048,0.103], g[3.110]
Training on Epoch 42 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [01:22<00:06, 3.31it/s]
>192, c[0.000,100], d[0.657,0.188], g[2.650]
Training on Epoch 42 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [01:23<00:06, 3.31it/s]
>193, c[0.000,100], d[0.041,0.002], g[10.496]
Training on Epoch 42 =>: 91%|██████████████████████████████████████████████████ | 194/213 [01:23<00:05, 3.32it/s]
>194, c[0.000,100], d[0.022,0.145], g[2.339]
Training on Epoch 42 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [01:23<00:05, 3.31it/s]
>195, c[0.000,100], d[0.000,0.051], g[3.133]
Training on Epoch 42 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [01:23<00:05, 3.29it/s]
>196, c[0.004,100], d[0.005,0.070], g[2.760]
Training on Epoch 42 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [01:24<00:04, 3.32it/s]
>197, c[0.000,100], d[0.847,0.341], g[2.380]
Training on Epoch 42 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [01:24<00:04, 3.30it/s]
>198, c[0.000,100], d[0.325,0.181], g[2.618]
Training on Epoch 42 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [01:24<00:04, 3.28it/s]
>199, c[0.000,100], d[0.018,0.592], g[3.341]
Training on Epoch 42 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [01:25<00:03, 3.30it/s]
>200, c[0.000,100], d[0.001,0.010], g[4.285]
Training on Epoch 42 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [01:25<00:03, 3.30it/s]
>201, c[0.000,100], d[0.062,0.072], g[3.803]
Training on Epoch 42 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [01:25<00:03, 3.28it/s]
>202, c[0.000,100], d[0.001,0.072], g[4.081]
Training on Epoch 42 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [01:26<00:03, 3.31it/s]
>203, c[0.000,100], d[0.073,0.999], g[5.235]
Training on Epoch 42 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [01:26<00:02, 3.33it/s]
>204, c[1.874,83], d[0.000,0.200], g[4.930]
Training on Epoch 42 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [01:26<00:02, 3.35it/s]
>205, c[1.340,83], d[0.016,0.017], g[4.990]
Training on Epoch 42 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [01:26<00:02, 3.33it/s]
>206, c[0.009,100], d[0.119,0.012], g[4.493]
Training on Epoch 42 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [01:27<00:01, 3.32it/s]
>207, c[0.538,83], d[0.449,0.066], g[2.898]
Training on Epoch 42 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [01:27<00:01, 3.33it/s]
>208, c[0.000,100], d[0.002,0.105], g[1.869]
Training on Epoch 42 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [01:27<00:01, 3.32it/s]
>209, c[0.000,100], d[0.080,0.448], g[2.945]
Training on Epoch 42 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [01:28<00:00, 3.31it/s]
>210, c[0.000,100], d[0.008,0.024], g[3.285]
Training on Epoch 42 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [01:28<00:00, 3.32it/s]
>211, c[0.000,100], d[0.048,0.614], g[7.004]
Training on Epoch 42 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [01:28<00:00, 3.32it/s]
>212, c[0.020,100], d[1.679,0.817], g[2.452]
Training on Epoch 42 =>: 100%|███████████████████████████████████████████████████████| 213/213 [01:29<00:00, 2.39it/s]
>213, c[0.000,100], d[0.391,0.997], g[3.219]
EPOCHS =>: 84%|███████████████████████████████████████████████████████████▋ | 42/50 [52:29<10:03, 75.45s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 43 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 43 =>: 0%|▎ | 1/213 [00:00<01:02, 3.38it/s]
>1, c[0.000,100], d[0.002,0.563], g[3.881]
Training on Epoch 43 =>: 1%|▌ | 2/213 [00:00<01:04, 3.28it/s]
>2, c[0.000,100], d[0.020,0.405], g[5.063]
Training on Epoch 43 =>: 1%|▊ | 3/213 [00:00<01:07, 3.10it/s]
>3, c[0.003,100], d[0.499,0.008], g[5.170]
Training on Epoch 43 =>: 2%|█ | 4/213 [00:01<01:05, 3.19it/s]
>4, c[0.000,100], d[0.190,0.015], g[3.419]
Training on Epoch 43 =>: 2%|█▎ | 5/213 [00:01<01:04, 3.21it/s]
>5, c[0.000,100], d[0.019,0.132], g[3.529]
Training on Epoch 43 =>: 3%|█▌ | 6/213 [00:01<01:05, 3.18it/s]
>6, c[0.007,100], d[0.270,0.019], g[2.633]
Training on Epoch 43 =>: 3%|█▊ | 7/213 [00:02<01:04, 3.22it/s]
>7, c[0.000,100], d[0.022,0.375], g[3.623]
Training on Epoch 43 =>: 4%|██▏ | 8/213 [00:02<01:02, 3.27it/s]
>8, c[0.000,100], d[0.001,0.148], g[3.391]
Training on Epoch 43 =>: 4%|██▍ | 9/213 [00:02<01:02, 3.29it/s]
>9, c[0.000,100], d[0.396,0.181], g[4.486]
Training on Epoch 43 =>: 5%|██▋ | 10/213 [00:03<01:01, 3.29it/s]
>10, c[0.000,100], d[0.257,0.043], g[3.047]
Training on Epoch 43 =>: 5%|██▉ | 11/213 [00:03<01:01, 3.29it/s]
>11, c[0.000,100], d[0.809,0.328], g[2.804]
Training on Epoch 43 =>: 6%|███▏ | 12/213 [00:03<01:01, 3.28it/s]
>12, c[0.000,100], d[0.068,0.113], g[2.950]
Training on Epoch 43 =>: 6%|███▍ | 13/213 [00:03<01:00, 3.31it/s]
>13, c[0.000,100], d[0.004,0.743], g[4.413]
Training on Epoch 43 =>: 7%|███▋ | 14/213 [00:04<00:59, 3.32it/s]
>14, c[0.000,100], d[0.099,0.042], g[3.562]
Training on Epoch 43 =>: 7%|███▉ | 15/213 [00:04<01:02, 3.16it/s]
>15, c[0.000,100], d[0.103,0.248], g[2.936]
Training on Epoch 43 =>: 8%|████▏ | 16/213 [00:04<01:02, 3.16it/s]
>16, c[0.000,100], d[0.013,0.691], g[5.088]
Training on Epoch 43 =>: 8%|████▍ | 17/213 [00:05<01:01, 3.20it/s]
>17, c[0.000,100], d[0.505,0.601], g[3.768]
Training on Epoch 43 =>: 8%|████▋ | 18/213 [00:05<01:00, 3.22it/s]
>18, c[0.000,100], d[0.065,0.035], g[4.706]
Training on Epoch 43 =>: 9%|████▉ | 19/213 [00:05<00:59, 3.24it/s]
>19, c[0.000,100], d[0.644,0.323], g[4.293]
Training on Epoch 43 =>: 9%|█████▎ | 20/213 [00:06<00:59, 3.23it/s]
>20, c[0.000,100], d[0.231,0.066], g[3.428]
Training on Epoch 43 =>: 10%|█████▌ | 21/213 [00:06<00:59, 3.22it/s]
>21, c[0.000,100], d[0.000,0.173], g[3.268]
Training on Epoch 43 =>: 10%|█████▊ | 22/213 [00:06<00:58, 3.24it/s]
>22, c[0.000,100], d[0.008,0.042], g[4.065]
Training on Epoch 43 =>: 11%|██████ | 23/213 [00:07<00:59, 3.20it/s]
>23, c[0.000,100], d[0.042,0.042], g[2.715]
Training on Epoch 43 =>: 11%|██████▎ | 24/213 [00:07<00:58, 3.23it/s]
>24, c[0.000,100], d[0.017,0.021], g[3.531]
Training on Epoch 43 =>: 12%|██████▌ | 25/213 [00:07<00:57, 3.27it/s]
>25, c[0.000,100], d[0.049,0.594], g[3.388]
Training on Epoch 43 =>: 12%|██████▊ | 26/213 [00:08<00:57, 3.25it/s]
>26, c[0.000,100], d[0.167,0.048], g[4.440]
Training on Epoch 43 =>: 13%|███████ | 27/213 [00:08<00:57, 3.23it/s]
>27, c[0.000,100], d[0.005,0.015], g[2.840]
Training on Epoch 43 =>: 13%|███████▎ | 28/213 [00:08<00:57, 3.21it/s]
>28, c[0.000,100], d[0.012,0.045], g[4.886]
Training on Epoch 43 =>: 14%|███████▌ | 29/213 [00:08<00:57, 3.22it/s]
>29, c[0.000,100], d[0.190,0.081], g[3.693]
Training on Epoch 43 =>: 14%|███████▉ | 30/213 [00:09<00:57, 3.19it/s]
>30, c[0.000,100], d[0.044,0.120], g[3.190]
Training on Epoch 43 =>: 15%|████████▏ | 31/213 [00:09<00:56, 3.22it/s]
>31, c[0.000,100], d[0.406,0.299], g[2.492]
Training on Epoch 43 =>: 15%|████████▍ | 32/213 [00:09<00:56, 3.23it/s]
>32, c[0.000,100], d[0.059,0.258], g[3.264]
Training on Epoch 43 =>: 15%|████████▋ | 33/213 [00:10<00:55, 3.25it/s]
>33, c[0.001,100], d[0.171,0.063], g[2.937]
Training on Epoch 43 =>: 16%|████████▉ | 34/213 [00:10<00:55, 3.24it/s]
>34, c[0.003,100], d[0.039,0.052], g[3.797]
Training on Epoch 43 =>: 16%|█████████▏ | 35/213 [00:10<00:54, 3.28it/s]
>35, c[0.000,100], d[0.124,0.045], g[2.719]
Training on Epoch 43 =>: 17%|█████████▍ | 36/213 [00:11<00:54, 3.25it/s]
>36, c[0.000,100], d[0.229,0.276], g[4.043]
Training on Epoch 43 =>: 17%|█████████▋ | 37/213 [00:11<00:53, 3.27it/s]
>37, c[0.000,100], d[0.581,0.016], g[4.146]
Training on Epoch 43 =>: 18%|█████████▉ | 38/213 [00:11<00:53, 3.27it/s]
>38, c[0.000,100], d[0.005,0.037], g[2.930]
Training on Epoch 43 =>: 18%|██████████▎ | 39/213 [00:12<00:53, 3.26it/s]
>39, c[0.000,100], d[0.473,0.372], g[3.115]
Training on Epoch 43 =>: 19%|██████████▌ | 40/213 [00:12<00:53, 3.26it/s]
>40, c[0.000,100], d[0.313,0.036], g[2.225]
Training on Epoch 43 =>: 19%|██████████▊ | 41/213 [00:12<00:53, 3.23it/s]
>41, c[0.000,100], d[0.046,0.997], g[4.424]
Training on Epoch 43 =>: 20%|███████████ | 42/213 [00:12<00:52, 3.26it/s]
>42, c[0.000,100], d[0.431,0.209], g[5.172]
Training on Epoch 43 =>: 20%|███████████▎ | 43/213 [00:13<00:51, 3.27it/s]
>43, c[0.000,100], d[0.142,0.167], g[2.857]
Training on Epoch 43 =>: 21%|███████████▌ | 44/213 [00:13<00:51, 3.28it/s]
>44, c[0.000,100], d[0.152,0.018], g[2.275]
Training on Epoch 43 =>: 21%|███████████▊ | 45/213 [00:13<00:52, 3.22it/s]
>45, c[0.000,100], d[0.015,0.049], g[3.582]
Training on Epoch 43 =>: 22%|████████████ | 46/213 [00:14<00:52, 3.17it/s]
>46, c[0.000,100], d[0.857,0.125], g[3.246]
Training on Epoch 43 =>: 22%|████████████▎ | 47/213 [00:14<00:52, 3.18it/s]
>47, c[0.000,100], d[0.002,0.636], g[3.071]
Training on Epoch 43 =>: 23%|████████████▌ | 48/213 [00:14<00:51, 3.18it/s]
>48, c[0.000,100], d[0.019,0.055], g[4.061]
Training on Epoch 43 =>: 23%|████████████▉ | 49/213 [00:15<00:51, 3.21it/s]
>49, c[0.000,100], d[0.090,0.146], g[3.417]
Training on Epoch 43 =>: 23%|█████████████▏ | 50/213 [00:15<00:50, 3.25it/s]
>50, c[0.000,100], d[0.147,0.089], g[4.305]
Training on Epoch 43 =>: 24%|█████████████▍ | 51/213 [00:15<00:49, 3.27it/s]
>51, c[0.000,100], d[0.397,0.372], g[4.030]
Training on Epoch 43 =>: 24%|█████████████▋ | 52/213 [00:16<00:49, 3.27it/s]
>52, c[0.000,100], d[0.080,0.033], g[3.699]
Training on Epoch 43 =>: 25%|█████████████▉ | 53/213 [00:16<00:50, 3.19it/s]
>53, c[0.000,100], d[0.262,0.131], g[3.006]
Training on Epoch 43 =>: 25%|██████████████▏ | 54/213 [00:16<00:49, 3.19it/s]
>54, c[0.000,100], d[0.079,0.050], g[3.136]
Training on Epoch 43 =>: 26%|██████████████▍ | 55/213 [00:17<00:49, 3.21it/s]
>55, c[0.000,100], d[0.273,0.116], g[2.299]
Training on Epoch 43 =>: 26%|██████████████▋ | 56/213 [00:17<00:48, 3.24it/s]
>56, c[0.000,100], d[0.037,0.050], g[2.957]
Training on Epoch 43 =>: 27%|██████████████▉ | 57/213 [00:17<00:47, 3.28it/s]
>57, c[0.000,100], d[0.003,0.723], g[2.811]
Training on Epoch 43 =>: 27%|███████████████▏ | 58/213 [00:17<00:47, 3.27it/s]
>58, c[0.000,100], d[0.030,0.309], g[5.042]
Training on Epoch 43 =>: 28%|███████████████▌ | 59/213 [00:18<00:54, 2.84it/s]
>59, c[0.000,100], d[0.217,0.032], g[4.642]
Training on Epoch 43 =>: 28%|███████████████▊ | 60/213 [00:18<00:59, 2.59it/s]
>60, c[0.000,100], d[0.048,0.459], g[4.629]
Training on Epoch 43 =>: 29%|████████████████ | 61/213 [00:19<01:02, 2.44it/s]
>61, c[0.000,100], d[0.335,0.396], g[4.758]
Training on Epoch 43 =>: 29%|████████████████▎ | 62/213 [00:19<01:04, 2.34it/s]
>62, c[0.000,100], d[0.460,0.072], g[5.681]
Training on Epoch 43 =>: 30%|████████████████▌ | 63/213 [00:20<01:07, 2.23it/s]
>63, c[0.000,100], d[0.109,0.014], g[4.861]
Training on Epoch 43 =>: 30%|████████████████▊ | 64/213 [00:20<01:08, 2.18it/s]
>64, c[0.000,100], d[0.023,0.012], g[3.666]
Training on Epoch 43 =>: 31%|█████████████████ | 65/213 [00:21<01:08, 2.15it/s]
>65, c[0.000,100], d[0.009,0.047], g[3.975]
Training on Epoch 43 =>: 31%|█████████████████▎ | 66/213 [00:21<01:08, 2.14it/s]
>66, c[0.000,100], d[0.090,0.578], g[4.165]
Training on Epoch 43 =>: 31%|█████████████████▌ | 67/213 [00:22<01:08, 2.13it/s]
>67, c[0.000,100], d[0.025,0.007], g[4.720]
Training on Epoch 43 =>: 32%|█████████████████▉ | 68/213 [00:22<01:07, 2.15it/s]
>68, c[0.000,100], d[0.425,0.011], g[3.612]
Training on Epoch 43 =>: 32%|██████████████████▏ | 69/213 [00:23<01:07, 2.14it/s]
>69, c[0.000,100], d[0.068,0.072], g[3.622]
Training on Epoch 43 =>: 33%|██████████████████▍ | 70/213 [00:23<01:07, 2.11it/s]
>70, c[0.000,100], d[0.007,0.275], g[3.603]
Training on Epoch 43 =>: 33%|██████████████████▋ | 71/213 [00:24<01:07, 2.10it/s]
>71, c[0.000,100], d[0.121,0.075], g[3.864]
Training on Epoch 43 =>: 34%|██████████████████▉ | 72/213 [00:24<01:07, 2.10it/s]
>72, c[0.000,100], d[0.252,0.027], g[3.216]
Training on Epoch 43 =>: 34%|███████████████████▏ | 73/213 [00:25<01:07, 2.09it/s]
>73, c[0.000,100], d[0.922,0.066], g[3.103]
Training on Epoch 43 =>: 35%|███████████████████▍ | 74/213 [00:25<01:05, 2.11it/s]
>74, c[0.000,100], d[0.121,0.187], g[2.791]
Training on Epoch 43 =>: 35%|███████████████████▋ | 75/213 [00:25<01:05, 2.11it/s]
>75, c[0.000,100], d[0.131,0.108], g[3.129]
Training on Epoch 43 =>: 36%|███████████████████▉ | 76/213 [00:26<01:05, 2.09it/s]
>76, c[0.000,100], d[0.298,0.216], g[2.609]
Training on Epoch 43 =>: 36%|████████████████████▏ | 77/213 [00:26<01:04, 2.09it/s]
>77, c[0.000,100], d[0.291,1.429], g[2.798]
Training on Epoch 43 =>: 37%|████████████████████▌ | 78/213 [00:27<01:04, 2.10it/s]
>78, c[0.000,100], d[0.018,0.202], g[3.478]
Training on Epoch 43 =>: 37%|████████████████████▊ | 79/213 [00:27<01:04, 2.09it/s]
>79, c[0.000,100], d[0.528,0.053], g[3.488]
Training on Epoch 43 =>: 38%|█████████████████████ | 80/213 [00:28<01:04, 2.06it/s]
>80, c[0.000,100], d[0.075,0.070], g[3.102]
Training on Epoch 43 =>: 38%|█████████████████████▎ | 81/213 [00:29<01:15, 1.75it/s]
>81, c[0.000,100], d[0.009,0.059], g[3.316]
Training on Epoch 43 =>: 38%|█████████████████████▌ | 82/213 [00:29<01:11, 1.84it/s]
>82, c[0.000,100], d[0.056,0.181], g[4.084]
Training on Epoch 43 =>: 39%|█████████████████████▊ | 83/213 [00:30<01:09, 1.87it/s]
>83, c[0.000,100], d[0.524,0.075], g[4.040]
Training on Epoch 43 =>: 39%|██████████████████████ | 84/213 [00:30<01:14, 1.72it/s]
>84, c[0.000,100], d[0.032,0.154], g[4.211]
Training on Epoch 43 =>: 40%|██████████████████████▎ | 85/213 [00:31<01:10, 1.83it/s]
>85, c[0.000,100], d[0.339,0.078], g[3.609]
Training on Epoch 43 =>: 40%|██████████████████████▌ | 86/213 [00:31<01:06, 1.91it/s]
>86, c[0.000,100], d[0.063,0.037], g[3.818]
Training on Epoch 43 =>: 41%|██████████████████████▊ | 87/213 [00:32<01:04, 1.96it/s]
>87, c[0.110,100], d[0.047,0.061], g[3.420]
Training on Epoch 43 =>: 41%|███████████████████████▏ | 88/213 [00:32<01:02, 2.00it/s]
>88, c[0.000,100], d[0.261,0.224], g[3.751]
Training on Epoch 43 =>: 42%|███████████████████████▍ | 89/213 [00:33<01:00, 2.04it/s]
>89, c[0.000,100], d[0.280,0.072], g[3.139]
Training on Epoch 43 =>: 42%|███████████████████████▋ | 90/213 [00:33<01:00, 2.05it/s]
>90, c[0.124,83], d[0.002,0.166], g[3.143]
Training on Epoch 43 =>: 43%|███████████████████████▉ | 91/213 [00:34<00:59, 2.06it/s]
>91, c[0.000,100], d[0.074,0.043], g[3.011]
Training on Epoch 43 =>: 43%|████████████████████████▏ | 92/213 [00:34<00:58, 2.07it/s]
>92, c[0.000,100], d[0.056,0.834], g[3.844]
Training on Epoch 43 =>: 44%|████████████████████████▍ | 93/213 [00:35<00:57, 2.08it/s]
>93, c[0.000,100], d[0.021,0.030], g[4.552]
Training on Epoch 43 =>: 44%|████████████████████████▋ | 94/213 [00:35<00:56, 2.09it/s]
>94, c[0.000,100], d[0.019,0.235], g[4.988]
Training on Epoch 43 =>: 45%|████████████████████████▉ | 95/213 [00:36<00:55, 2.12it/s]
>95, c[0.000,100], d[0.741,0.062], g[3.562]
Training on Epoch 43 =>: 45%|█████████████████████████▏ | 96/213 [00:36<00:54, 2.13it/s]
>96, c[0.000,100], d[0.511,0.190], g[3.029]
Training on Epoch 43 =>: 46%|█████████████████████████▌ | 97/213 [00:37<00:55, 2.10it/s]
>97, c[0.000,100], d[0.012,0.314], g[2.976]
Training on Epoch 43 =>: 46%|█████████████████████████▊ | 98/213 [00:37<00:54, 2.10it/s]
>98, c[0.000,100], d[0.089,0.067], g[3.211]
Training on Epoch 43 =>: 46%|██████████████████████████ | 99/213 [00:37<00:54, 2.09it/s]
>99, c[0.000,100], d[0.001,0.023], g[2.908]
Training on Epoch 43 =>: 47%|█████████████████████████▊ | 100/213 [00:38<00:53, 2.10it/s]
>100, c[0.000,100], d[0.462,0.708], g[2.299]
Training on Epoch 43 =>: 47%|██████████████████████████ | 101/213 [00:38<00:52, 2.11it/s]
>101, c[0.014,100], d[0.020,0.445], g[2.913]
Training on Epoch 43 =>: 48%|██████████████████████████▎ | 102/213 [00:39<00:52, 2.12it/s]
>102, c[0.000,100], d[0.111,0.162], g[3.641]
Training on Epoch 43 =>: 48%|██████████████████████████▌ | 103/213 [00:39<00:52, 2.11it/s]
>103, c[0.000,100], d[0.019,0.027], g[3.398]
Training on Epoch 43 =>: 49%|██████████████████████████▊ | 104/213 [00:40<00:52, 2.10it/s]
>104, c[0.000,100], d[0.004,0.019], g[4.355]
Training on Epoch 43 =>: 49%|███████████████████████████ | 105/213 [00:40<00:51, 2.10it/s]
>105, c[0.000,100], d[0.435,0.234], g[3.410]
Training on Epoch 43 =>: 50%|███████████████████████████▎ | 106/213 [00:41<00:50, 2.12it/s]
>106, c[0.000,100], d[0.073,0.174], g[2.810]
Training on Epoch 43 =>: 50%|███████████████████████████▋ | 107/213 [00:41<00:51, 2.05it/s]
>107, c[0.000,100], d[0.131,0.274], g[4.038]
Training on Epoch 43 =>: 51%|███████████████████████████▉ | 108/213 [00:42<00:50, 2.07it/s]
>108, c[0.000,100], d[0.026,0.490], g[4.056]
Training on Epoch 43 =>: 51%|████████████████████████████▏ | 109/213 [00:42<00:49, 2.09it/s]
>109, c[0.000,100], d[0.016,0.009], g[4.463]
Training on Epoch 43 =>: 52%|████████████████████████████▍ | 110/213 [00:43<00:48, 2.10it/s]
>110, c[0.000,100], d[0.441,0.231], g[3.765]
Training on Epoch 43 =>: 52%|████████████████████████████▋ | 111/213 [00:43<00:48, 2.09it/s]
>111, c[0.000,100], d[0.634,0.091], g[3.454]
Training on Epoch 43 =>: 53%|████████████████████████████▉ | 112/213 [00:44<00:48, 2.10it/s]
>112, c[0.000,100], d[0.048,0.767], g[3.076]
Training on Epoch 43 =>: 53%|█████████████████████████████▏ | 113/213 [00:44<00:47, 2.10it/s]
>113, c[0.000,100], d[0.009,0.059], g[4.815]
Training on Epoch 43 =>: 54%|█████████████████████████████▍ | 114/213 [00:45<00:46, 2.12it/s]
>114, c[0.000,100], d[0.263,0.129], g[3.205]
Training on Epoch 43 =>: 54%|█████████████████████████████▋ | 115/213 [00:45<00:45, 2.14it/s]
>115, c[0.000,100], d[0.005,0.063], g[2.810]
Training on Epoch 43 =>: 54%|█████████████████████████████▉ | 116/213 [00:46<00:45, 2.13it/s]
>116, c[0.000,100], d[0.008,0.062], g[3.130]
Training on Epoch 43 =>: 55%|██████████████████████████████▏ | 117/213 [00:46<00:45, 2.11it/s]
>117, c[0.000,100], d[0.144,0.474], g[4.392]
Training on Epoch 43 =>: 55%|██████████████████████████████▍ | 118/213 [00:47<00:45, 2.10it/s]
>118, c[0.000,100], d[0.203,0.024], g[3.258]
Training on Epoch 43 =>: 56%|██████████████████████████████▋ | 119/213 [00:47<00:45, 2.08it/s]
>119, c[0.000,100], d[0.051,0.054], g[4.147]
Training on Epoch 43 =>: 56%|██████████████████████████████▉ | 120/213 [00:47<00:44, 2.11it/s]
>120, c[0.000,100], d[0.050,0.225], g[4.949]
Training on Epoch 43 =>: 57%|███████████████████████████████▏ | 121/213 [00:48<00:43, 2.11it/s]
>121, c[0.000,100], d[0.045,0.117], g[2.751]
Training on Epoch 43 =>: 57%|███████████████████████████████▌ | 122/213 [00:48<00:42, 2.12it/s]
>122, c[0.000,100], d[0.176,0.291], g[2.877]
Training on Epoch 43 =>: 58%|███████████████████████████████▊ | 123/213 [00:49<00:42, 2.11it/s]
>123, c[0.000,100], d[0.033,0.229], g[5.433]
Training on Epoch 43 =>: 58%|████████████████████████████████ | 124/213 [00:49<00:42, 2.12it/s]
>124, c[0.000,100], d[0.197,0.043], g[3.799]
Training on Epoch 43 =>: 59%|████████████████████████████████▎ | 125/213 [00:50<00:46, 1.90it/s]
>125, c[0.000,100], d[0.091,0.176], g[5.196]
Training on Epoch 43 =>: 59%|████████████████████████████████▌ | 126/213 [00:51<00:49, 1.76it/s]
>126, c[0.000,100], d[0.074,0.017], g[4.663]
Training on Epoch 43 =>: 60%|████████████████████████████████▊ | 127/213 [00:52<00:56, 1.52it/s]
>127, c[0.000,100], d[0.199,0.128], g[3.828]
Training on Epoch 43 =>: 60%|█████████████████████████████████ | 128/213 [00:52<00:58, 1.45it/s]
>128, c[0.000,100], d[0.486,0.164], g[3.562]
Training on Epoch 43 =>: 61%|█████████████████████████████████▎ | 129/213 [00:53<00:54, 1.55it/s]
>129, c[0.000,100], d[0.562,0.340], g[2.458]
Training on Epoch 43 =>: 61%|█████████████████████████████████▌ | 130/213 [00:53<00:51, 1.63it/s]
>130, c[0.000,100], d[0.007,0.025], g[4.279]
Training on Epoch 43 =>: 62%|█████████████████████████████▌ | 131/213 [1:29:14<36:13:51, 1590.63s/it]
>131, c[0.000,100], d[0.141,0.011], g[3.519]
Training on Epoch 43 =>: 62%|█████████████████████████████▋ | 132/213 [1:29:15<25:03:20, 1113.59s/it]
>132, c[0.000,100], d[0.262,0.292], g[4.278]
Training on Epoch 43 =>: 62%|██████████████████████████████▌ | 133/213 [1:29:15<17:19:27, 779.59s/it]
>133, c[0.000,100], d[0.112,0.178], g[4.175]
Training on Epoch 43 =>: 63%|██████████████████████████████▊ | 134/213 [1:29:15<11:58:37, 545.80s/it]
>134, c[0.000,100], d[0.295,0.173], g[2.112]
Training on Epoch 43 =>: 63%|███████████████████████████████▋ | 135/213 [1:29:15<8:16:47, 382.15s/it]
>135, c[0.129,83], d[0.281,0.448], g[3.679]
Training on Epoch 43 =>: 64%|███████████████████████████████▉ | 136/213 [1:29:16<5:43:24, 267.60s/it]
>136, c[0.000,100], d[0.959,0.034], g[2.577]
Training on Epoch 43 =>: 64%|████████████████████████████████▏ | 137/213 [1:29:16<3:57:22, 187.41s/it]
>137, c[0.000,100], d[0.042,0.288], g[2.422]
Training on Epoch 43 =>: 65%|████████████████████████████████▍ | 138/213 [1:29:16<2:44:07, 131.29s/it]
>138, c[0.000,100], d[0.042,0.123], g[3.712]
Training on Epoch 43 =>: 65%|█████████████████████████████████▎ | 139/213 [1:29:17<1:53:31, 92.05s/it]
>139, c[0.001,100], d[0.028,0.085], g[3.407]
Training on Epoch 43 =>: 66%|█████████████████████████████████▌ | 140/213 [1:29:17<1:18:31, 64.54s/it]
>140, c[0.000,100], d[0.027,0.144], g[3.171]
Training on Epoch 43 =>: 66%|███████████████████████████████████ | 141/213 [1:29:18<54:20, 45.28s/it]
>141, c[0.000,100], d[0.252,0.080], g[4.004]
Training on Epoch 43 =>: 67%|███████████████████████████████████▎ | 142/213 [1:29:18<37:37, 31.80s/it]
>142, c[0.000,100], d[0.027,0.101], g[3.268]
Training on Epoch 43 =>: 67%|███████████████████████████████████▌ | 143/213 [1:29:18<26:04, 22.35s/it]
>143, c[0.000,100], d[0.058,0.015], g[3.027]
Training on Epoch 43 =>: 68%|███████████████████████████████████▊ | 144/213 [1:29:19<18:06, 15.75s/it]
>144, c[0.000,100], d[0.340,0.090], g[3.178]
Training on Epoch 43 =>: 68%|████████████████████████████████████ | 145/213 [1:29:19<12:36, 11.12s/it]
>145, c[0.000,100], d[0.124,0.185], g[3.292]
Training on Epoch 43 =>: 69%|████████████████████████████████████▎ | 146/213 [1:29:19<08:48, 7.89s/it]
>146, c[0.000,100], d[0.018,0.196], g[3.832]
Training on Epoch 43 =>: 69%|████████████████████████████████████▌ | 147/213 [1:29:20<06:10, 5.61s/it]
>147, c[0.000,100], d[0.002,0.364], g[3.667]
Training on Epoch 43 =>: 69%|████████████████████████████████████▊ | 148/213 [1:29:20<04:20, 4.00s/it]
>148, c[0.000,100], d[0.103,0.067], g[3.620]
Training on Epoch 43 =>: 70%|█████████████████████████████████████ | 149/213 [1:29:20<03:04, 2.88s/it]
>149, c[0.000,100], d[0.083,0.065], g[4.523]
Training on Epoch 43 =>: 70%|█████████████████████████████████████▎ | 150/213 [1:29:20<02:11, 2.09s/it]
>150, c[0.000,100], d[0.098,0.058], g[4.147]
Training on Epoch 43 =>: 71%|█████████████████████████████████████▌ | 151/213 [1:29:21<01:35, 1.54s/it]
>151, c[0.000,100], d[0.307,0.247], g[3.494]
Training on Epoch 43 =>: 71%|█████████████████████████████████████▊ | 152/213 [1:29:21<01:10, 1.15s/it]
>152, c[0.000,100], d[0.011,0.098], g[4.945]
Training on Epoch 43 =>: 72%|██████████████████████████████████████ | 153/213 [1:29:21<00:53, 1.13it/s]
>153, c[0.000,100], d[0.091,0.089], g[3.711]
Training on Epoch 43 =>: 72%|██████████████████████████████████████▎ | 154/213 [1:29:21<00:41, 1.44it/s]
>154, c[0.483,83], d[0.034,0.120], g[3.416]
Training on Epoch 43 =>: 73%|██████████████████████████████████████▌ | 155/213 [1:29:22<00:33, 1.73it/s]
>155, c[0.000,100], d[0.185,0.118], g[2.427]
Training on Epoch 43 =>: 73%|██████████████████████████████████████▊ | 156/213 [1:29:22<00:27, 2.09it/s]
>156, c[0.000,100], d[0.204,0.059], g[3.705]
Training on Epoch 43 =>: 74%|███████████████████████████████████████ | 157/213 [1:29:22<00:22, 2.46it/s]
>157, c[0.000,100], d[0.056,0.590], g[3.162]
Training on Epoch 43 =>: 74%|███████████████████████████████████████▎ | 158/213 [1:29:22<00:19, 2.77it/s]
>158, c[0.000,100], d[0.168,0.044], g[5.583]
Training on Epoch 43 =>: 75%|███████████████████████████████████████▌ | 159/213 [1:29:23<00:17, 3.08it/s]
>159, c[1.047,83], d[0.033,0.336], g[4.682]
Training on Epoch 43 =>: 75%|███████████████████████████████████████▊ | 160/213 [1:29:23<00:15, 3.34it/s]
>160, c[0.000,100], d[0.459,0.196], g[2.483]
Training on Epoch 43 =>: 76%|████████████████████████████████████████ | 161/213 [1:29:23<00:14, 3.53it/s]
>161, c[0.000,100], d[0.386,0.136], g[2.364]
Training on Epoch 43 =>: 76%|████████████████████████████████████████▎ | 162/213 [1:29:23<00:13, 3.70it/s]
>162, c[0.000,100], d[0.005,0.434], g[2.370]
Training on Epoch 43 =>: 77%|████████████████████████████████████████▌ | 163/213 [1:29:24<00:13, 3.77it/s]
>163, c[0.000,100], d[0.013,0.056], g[3.598]
Training on Epoch 43 =>: 77%|████████████████████████████████████████▊ | 164/213 [1:29:24<00:12, 3.87it/s]
>164, c[0.000,100], d[0.001,0.031], g[4.173]
Training on Epoch 43 =>: 77%|█████████████████████████████████████████ | 165/213 [1:29:24<00:12, 3.92it/s]
>165, c[0.000,100], d[0.012,0.236], g[4.818]
Training on Epoch 43 =>: 78%|█████████████████████████████████████████▎ | 166/213 [1:29:24<00:11, 3.98it/s]
>166, c[0.000,100], d[0.010,0.243], g[6.404]
Training on Epoch 43 =>: 78%|█████████████████████████████████████████▌ | 167/213 [1:29:25<00:11, 4.00it/s]
>167, c[0.000,100], d[0.083,0.016], g[5.275]
Training on Epoch 43 =>: 79%|█████████████████████████████████████████▊ | 168/213 [1:29:25<00:11, 4.08it/s]
>168, c[0.000,100], d[0.641,0.011], g[2.223]
Training on Epoch 43 =>: 79%|██████████████████████████████████████████ | 169/213 [1:29:25<00:10, 4.13it/s]
>169, c[0.000,100], d[0.327,0.798], g[3.690]
Training on Epoch 43 =>: 80%|██████████████████████████████████████████▎ | 170/213 [1:29:25<00:10, 4.20it/s]
>170, c[0.000,100], d[0.131,0.052], g[3.751]
Training on Epoch 43 =>: 80%|██████████████████████████████████████████▌ | 171/213 [1:29:25<00:10, 4.19it/s]
>171, c[0.000,100], d[0.013,0.640], g[4.164]
Training on Epoch 43 =>: 81%|██████████████████████████████████████████▊ | 172/213 [1:29:26<00:09, 4.20it/s]
>172, c[0.000,100], d[0.147,0.126], g[5.004]
Training on Epoch 43 =>: 81%|███████████████████████████████████████████ | 173/213 [1:29:26<00:09, 4.16it/s]
>173, c[0.000,100], d[0.127,0.059], g[4.306]
Training on Epoch 43 =>: 82%|███████████████████████████████████████████▎ | 174/213 [1:29:26<00:09, 4.14it/s]
>174, c[0.000,100], d[0.499,0.084], g[3.219]
Training on Epoch 43 =>: 82%|███████████████████████████████████████████▌ | 175/213 [1:29:26<00:09, 4.13it/s]
>175, c[0.001,100], d[0.582,0.066], g[2.862]
Training on Epoch 43 =>: 83%|███████████████████████████████████████████▊ | 176/213 [1:29:27<00:08, 4.15it/s]
>176, c[0.000,100], d[0.025,0.363], g[1.865]
Training on Epoch 43 =>: 83%|████████████████████████████████████████████ | 177/213 [1:29:27<00:08, 4.16it/s]
>177, c[0.000,100], d[0.050,0.248], g[3.162]
Training on Epoch 43 =>: 84%|████████████████████████████████████████████▎ | 178/213 [1:29:27<00:08, 4.16it/s]
>178, c[0.000,100], d[0.002,0.033], g[2.477]
Training on Epoch 43 =>: 84%|████████████████████████████████████████████▌ | 179/213 [1:29:27<00:08, 4.15it/s]
>179, c[0.000,100], d[0.273,0.299], g[3.292]
Training on Epoch 43 =>: 85%|████████████████████████████████████████████▊ | 180/213 [1:29:28<00:07, 4.17it/s]
>180, c[0.000,100], d[0.002,0.104], g[3.181]
Training on Epoch 43 =>: 85%|█████████████████████████████████████████████ | 181/213 [1:29:28<00:07, 4.15it/s]
>181, c[0.000,100], d[0.210,0.148], g[5.233]
Training on Epoch 43 =>: 85%|█████████████████████████████████████████████▎ | 182/213 [1:29:28<00:07, 4.12it/s]
>182, c[0.000,100], d[0.105,0.098], g[3.142]
Training on Epoch 43 =>: 86%|█████████████████████████████████████████████▌ | 183/213 [1:29:28<00:07, 4.14it/s]
>183, c[0.000,100], d[0.073,0.024], g[4.529]
Training on Epoch 43 =>: 86%|█████████████████████████████████████████████▊ | 184/213 [1:29:29<00:07, 4.10it/s]
>184, c[0.000,100], d[0.293,0.067], g[2.958]
Training on Epoch 43 =>: 87%|██████████████████████████████████████████████ | 185/213 [1:29:29<00:06, 4.12it/s]
>185, c[0.000,100], d[0.448,0.036], g[3.821]
Training on Epoch 43 =>: 87%|██████████████████████████████████████████████▎ | 186/213 [1:29:29<00:06, 4.17it/s]
>186, c[0.000,100], d[0.037,0.522], g[2.569]
Training on Epoch 43 =>: 88%|██████████████████████████████████████████████▌ | 187/213 [1:29:29<00:06, 4.18it/s]
>187, c[0.000,100], d[0.023,0.180], g[3.285]
Training on Epoch 43 =>: 88%|██████████████████████████████████████████████▊ | 188/213 [1:29:30<00:06, 4.13it/s]
>188, c[0.000,100], d[0.022,0.037], g[3.594]
Training on Epoch 43 =>: 89%|███████████████████████████████████████████████ | 189/213 [1:29:30<00:05, 4.11it/s]
>189, c[0.000,100], d[0.059,0.047], g[3.449]
Training on Epoch 43 =>: 89%|███████████████████████████████████████████████▎ | 190/213 [1:29:30<00:05, 4.10it/s]
>190, c[0.000,100], d[0.175,0.505], g[5.810]
Training on Epoch 43 =>: 90%|███████████████████████████████████████████████▌ | 191/213 [1:29:30<00:05, 4.09it/s]
>191, c[0.000,100], d[0.294,0.147], g[4.401]
Training on Epoch 43 =>: 90%|███████████████████████████████████████████████▊ | 192/213 [1:29:31<00:05, 4.09it/s]
>192, c[0.000,100], d[0.187,0.251], g[3.797]
Training on Epoch 43 =>: 91%|████████████████████████████████████████████████ | 193/213 [1:29:31<00:04, 4.11it/s]
>193, c[0.000,100], d[0.001,0.012], g[5.055]
Training on Epoch 43 =>: 91%|████████████████████████████████████████████████▎ | 194/213 [1:29:31<00:04, 4.14it/s]
>194, c[0.000,100], d[0.145,0.576], g[4.257]
Training on Epoch 43 =>: 92%|████████████████████████████████████████████████▌ | 195/213 [1:29:31<00:04, 4.14it/s]
>195, c[0.000,100], d[0.079,0.016], g[4.658]
Training on Epoch 43 =>: 92%|████████████████████████████████████████████████▊ | 196/213 [1:29:32<00:04, 4.11it/s]
>196, c[0.010,100], d[0.118,0.012], g[4.066]
Training on Epoch 43 =>: 92%|█████████████████████████████████████████████████ | 197/213 [1:29:32<00:03, 4.12it/s]
>197, c[0.000,100], d[0.596,0.060], g[4.685]
Training on Epoch 43 =>: 93%|█████████████████████████████████████████████████▎ | 198/213 [1:29:32<00:03, 4.14it/s]
>198, c[0.000,100], d[0.101,0.056], g[3.082]
Training on Epoch 43 =>: 93%|█████████████████████████████████████████████████▌ | 199/213 [1:29:32<00:03, 4.16it/s]
>199, c[0.000,100], d[0.278,0.206], g[3.155]
Training on Epoch 43 =>: 94%|█████████████████████████████████████████████████▊ | 200/213 [1:29:32<00:03, 4.17it/s]
>200, c[0.000,100], d[0.186,0.072], g[4.016]
Training on Epoch 43 =>: 94%|██████████████████████████████████████████████████ | 201/213 [1:29:33<00:02, 4.19it/s]
>201, c[0.000,100], d[0.030,0.075], g[3.357]
Training on Epoch 43 =>: 95%|██████████████████████████████████████████████████▎ | 202/213 [1:29:33<00:02, 4.20it/s]
>202, c[0.000,100], d[0.122,0.142], g[3.987]
Training on Epoch 43 =>: 95%|██████████████████████████████████████████████████▌ | 203/213 [1:29:33<00:02, 4.22it/s]
>203, c[0.000,100], d[0.011,0.134], g[3.591]
Training on Epoch 43 =>: 96%|██████████████████████████████████████████████████▊ | 204/213 [1:29:33<00:02, 4.22it/s]
>204, c[0.000,100], d[0.103,0.132], g[4.322]
Training on Epoch 43 =>: 96%|███████████████████████████████████████████████████ | 205/213 [1:29:34<00:01, 4.25it/s]
>205, c[0.000,100], d[0.020,0.030], g[3.873]
Training on Epoch 43 =>: 97%|███████████████████████████████████████████████████▎ | 206/213 [1:29:34<00:01, 4.18it/s]
>206, c[0.000,100], d[0.165,0.020], g[4.563]
Training on Epoch 43 =>: 97%|███████████████████████████████████████████████████▌ | 207/213 [1:29:34<00:01, 4.18it/s]
>207, c[0.000,100], d[0.025,0.015], g[3.611]
Training on Epoch 43 =>: 98%|███████████████████████████████████████████████████▊ | 208/213 [1:29:34<00:01, 4.17it/s]
>208, c[0.000,100], d[0.366,0.052], g[2.880]
Training on Epoch 43 =>: 98%|████████████████████████████████████████████████████ | 209/213 [1:29:35<00:00, 4.12it/s]
>209, c[0.000,100], d[0.003,0.043], g[2.932]
Training on Epoch 43 =>: 99%|████████████████████████████████████████████████████▎| 210/213 [1:29:35<00:00, 4.13it/s]
>210, c[0.000,100], d[0.186,0.250], g[3.345]
Training on Epoch 43 =>: 99%|████████████████████████████████████████████████████▌| 211/213 [1:29:35<00:00, 4.13it/s]
>211, c[0.000,100], d[0.022,0.368], g[3.620]
Training on Epoch 43 =>: 100%|████████████████████████████████████████████████████▊| 212/213 [1:29:35<00:00, 4.13it/s]
>212, c[0.000,100], d[0.068,0.027], g[4.305]
Training on Epoch 43 =>: 100%|█████████████████████████████████████████████████████| 213/213 [1:29:36<00:00, 25.24s/it]
>213, c[0.000,100], d[0.383,0.115], g[4.134]
EPOCHS =>: 86%|███████████████████████████████████████████████████████▉ | 43/50 [2:22:06<3:14:21, 1665.93s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 44 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 44 =>: 0%|▎ | 1/213 [00:00<00:50, 4.18it/s]
>1, c[0.000,100], d[0.059,0.062], g[3.358]
Training on Epoch 44 =>: 1%|▌ | 2/213 [00:00<00:49, 4.28it/s]
>2, c[0.000,100], d[0.013,0.040], g[3.231]
Training on Epoch 44 =>: 1%|▊ | 3/213 [00:00<00:49, 4.28it/s]
>3, c[0.000,100], d[0.231,0.044], g[2.778]
Training on Epoch 44 =>: 2%|█ | 4/213 [00:00<00:49, 4.26it/s]
>4, c[0.000,100], d[0.009,0.173], g[4.894]
Training on Epoch 44 =>: 2%|█▎ | 5/213 [00:01<00:48, 4.26it/s]
>5, c[0.000,100], d[0.440,0.031], g[2.356]
Training on Epoch 44 =>: 3%|█▌ | 6/213 [00:01<00:49, 4.22it/s]
>6, c[0.000,100], d[0.003,0.052], g[2.597]
Training on Epoch 44 =>: 3%|█▊ | 7/213 [00:01<00:48, 4.25it/s]
>7, c[0.000,100], d[0.008,0.111], g[3.580]
Training on Epoch 44 =>: 4%|██▏ | 8/213 [00:01<00:48, 4.26it/s]
>8, c[0.000,100], d[0.231,0.604], g[3.281]
Training on Epoch 44 =>: 4%|██▍ | 9/213 [00:02<00:47, 4.26it/s]
>9, c[0.000,100], d[0.003,0.677], g[4.272]
Training on Epoch 44 =>: 5%|██▋ | 10/213 [00:02<00:47, 4.26it/s]
>10, c[0.000,100], d[0.023,0.180], g[5.866]
Training on Epoch 44 =>: 5%|██▉ | 11/213 [00:02<00:48, 4.13it/s]
>11, c[0.000,100], d[1.563,0.046], g[2.899]
Training on Epoch 44 =>: 6%|███▏ | 12/213 [00:02<00:48, 4.15it/s]
>12, c[0.000,100], d[0.014,0.059], g[4.074]
Training on Epoch 44 =>: 6%|███▍ | 13/213 [00:03<00:48, 4.13it/s]
>13, c[0.000,100], d[0.040,0.309], g[3.930]
Training on Epoch 44 =>: 7%|███▋ | 14/213 [00:03<00:47, 4.15it/s]
>14, c[0.004,100], d[0.003,0.396], g[3.707]
Training on Epoch 44 =>: 7%|███▉ | 15/213 [00:03<00:47, 4.15it/s]
>15, c[0.000,100], d[0.003,0.051], g[3.213]
Training on Epoch 44 =>: 8%|████▏ | 16/213 [00:03<00:47, 4.12it/s]
>16, c[0.000,100], d[0.431,0.044], g[3.905]
Training on Epoch 44 =>: 8%|████▍ | 17/213 [00:04<00:47, 4.14it/s]
>17, c[0.000,100], d[0.273,0.062], g[2.739]
Training on Epoch 44 =>: 8%|████▋ | 18/213 [00:04<00:47, 4.14it/s]
>18, c[0.000,100], d[0.165,0.513], g[3.028]
Training on Epoch 44 =>: 9%|████▉ | 19/213 [00:04<00:46, 4.15it/s]
>19, c[0.000,100], d[0.000,0.026], g[4.416]
Training on Epoch 44 =>: 9%|█████▎ | 20/213 [00:04<00:46, 4.13it/s]
>20, c[0.000,100], d[0.003,0.019], g[4.425]
Training on Epoch 44 =>: 10%|█████▌ | 21/213 [00:05<00:46, 4.09it/s]
>21, c[0.000,100], d[0.269,0.020], g[3.681]
Training on Epoch 44 =>: 10%|█████▊ | 22/213 [00:05<00:46, 4.11it/s]
>22, c[0.000,100], d[0.456,0.145], g[3.927]
Training on Epoch 44 =>: 11%|██████ | 23/213 [00:05<00:46, 4.11it/s]
>23, c[0.000,100], d[0.001,0.028], g[2.901]
Training on Epoch 44 =>: 11%|██████▎ | 24/213 [00:05<00:46, 4.09it/s]
>24, c[0.000,100], d[0.033,0.120], g[3.897]
Training on Epoch 44 =>: 12%|██████▌ | 25/213 [00:06<00:45, 4.12it/s]
>25, c[0.000,100], d[0.064,0.029], g[3.147]
Training on Epoch 44 =>: 12%|██████▊ | 26/213 [00:06<00:45, 4.13it/s]
>26, c[0.000,100], d[0.001,0.036], g[4.097]
Training on Epoch 44 =>: 13%|███████ | 27/213 [00:06<00:45, 4.13it/s]
>27, c[0.000,100], d[0.005,0.037], g[4.082]
Training on Epoch 44 =>: 13%|███████▎ | 28/213 [00:06<00:44, 4.14it/s]
>28, c[0.000,100], d[0.013,0.029], g[3.592]
Training on Epoch 44 =>: 14%|███████▌ | 29/213 [00:06<00:44, 4.14it/s]
>29, c[0.000,100], d[0.003,0.085], g[3.404]
Training on Epoch 44 =>: 14%|███████▉ | 30/213 [00:07<00:44, 4.14it/s]
>30, c[0.000,100], d[0.033,0.102], g[4.144]
Training on Epoch 44 =>: 15%|████████▏ | 31/213 [00:07<00:43, 4.15it/s]
>31, c[0.000,100], d[0.123,0.176], g[3.723]
Training on Epoch 44 =>: 15%|████████▍ | 32/213 [00:07<00:43, 4.15it/s]
>32, c[0.000,100], d[0.564,0.042], g[3.665]
Training on Epoch 44 =>: 15%|████████▋ | 33/213 [00:07<00:43, 4.14it/s]
>33, c[0.000,100], d[0.048,0.073], g[3.924]
Training on Epoch 44 =>: 16%|████████▉ | 34/213 [00:08<00:43, 4.15it/s]
>34, c[0.032,100], d[0.037,0.022], g[3.151]
Training on Epoch 44 =>: 16%|█████████▏ | 35/213 [00:08<00:43, 4.13it/s]
>35, c[0.000,100], d[0.001,0.058], g[3.305]
Training on Epoch 44 =>: 17%|█████████▍ | 36/213 [00:08<00:42, 4.12it/s]
>36, c[0.000,100], d[0.000,0.092], g[3.747]
Training on Epoch 44 =>: 17%|█████████▋ | 37/213 [00:08<00:42, 4.14it/s]
>37, c[0.000,100], d[0.010,0.045], g[3.877]
Training on Epoch 44 =>: 18%|█████████▉ | 38/213 [00:09<00:42, 4.13it/s]
>38, c[0.000,100], d[0.020,0.016], g[4.583]
Training on Epoch 44 =>: 18%|██████████▎ | 39/213 [00:09<00:42, 4.11it/s]
>39, c[0.000,100], d[0.039,0.027], g[4.281]
Training on Epoch 44 =>: 19%|██████████▌ | 40/213 [00:09<00:42, 4.10it/s]
>40, c[0.000,100], d[0.008,0.019], g[3.481]
Training on Epoch 44 =>: 19%|██████████▊ | 41/213 [00:09<00:41, 4.10it/s]
>41, c[0.001,100], d[0.114,0.098], g[4.244]
Training on Epoch 44 =>: 20%|███████████ | 42/213 [00:10<00:41, 4.13it/s]
>42, c[0.000,100], d[0.006,0.013], g[4.675]
Training on Epoch 44 =>: 20%|███████████▎ | 43/213 [00:10<00:41, 4.12it/s]
>43, c[0.000,100], d[0.005,0.016], g[4.007]
Training on Epoch 44 =>: 21%|███████████▌ | 44/213 [00:10<00:40, 4.13it/s]
>44, c[0.000,100], d[0.005,0.017], g[3.838]
Training on Epoch 44 =>: 21%|███████████▊ | 45/213 [00:10<00:40, 4.12it/s]
>45, c[0.000,100], d[0.110,0.317], g[4.329]
Training on Epoch 44 =>: 22%|████████████ | 46/213 [00:11<00:40, 4.13it/s]
>46, c[0.000,100], d[0.032,0.307], g[5.835]
Training on Epoch 44 =>: 22%|████████████▎ | 47/213 [00:11<00:40, 4.14it/s]
>47, c[0.000,100], d[0.482,0.008], g[3.253]
Training on Epoch 44 =>: 23%|████████████▌ | 48/213 [00:11<00:39, 4.13it/s]
>48, c[0.000,100], d[0.011,0.027], g[3.625]
Training on Epoch 44 =>: 23%|████████████▉ | 49/213 [00:11<00:39, 4.14it/s]
>49, c[0.000,100], d[0.002,0.274], g[4.337]
Training on Epoch 44 =>: 23%|█████████████▏ | 50/213 [00:12<00:39, 4.15it/s]
>50, c[0.000,100], d[0.150,0.049], g[4.208]
Training on Epoch 44 =>: 24%|█████████████▍ | 51/213 [00:12<00:39, 4.15it/s]
>51, c[0.000,100], d[0.028,0.282], g[5.702]
Training on Epoch 44 =>: 24%|█████████████▋ | 52/213 [00:12<00:38, 4.19it/s]
>52, c[0.000,100], d[0.126,0.007], g[4.514]
Training on Epoch 44 =>: 25%|█████████████▉ | 53/213 [00:12<00:37, 4.22it/s]
>53, c[0.000,100], d[0.124,0.013], g[3.873]
Training on Epoch 44 =>: 25%|██████████████▏ | 54/213 [00:12<00:37, 4.22it/s]
>54, c[0.000,100], d[0.161,0.028], g[3.823]
Training on Epoch 44 =>: 26%|██████████████▍ | 55/213 [00:13<00:37, 4.22it/s]
>55, c[0.000,100], d[0.019,0.186], g[4.593]
Training on Epoch 44 =>: 26%|██████████████▋ | 56/213 [00:13<00:36, 4.24it/s]
>56, c[0.000,100], d[0.002,0.257], g[5.051]
Training on Epoch 44 =>: 27%|██████████████▉ | 57/213 [00:13<00:36, 4.23it/s]
>57, c[0.000,100], d[0.119,0.316], g[5.126]
Training on Epoch 44 =>: 27%|███████████████▏ | 58/213 [00:13<00:36, 4.24it/s]
>58, c[0.000,100], d[0.009,0.068], g[4.652]
Training on Epoch 44 =>: 28%|███████████████▌ | 59/213 [00:14<00:36, 4.24it/s]
>59, c[0.000,100], d[0.522,0.015], g[4.098]
Training on Epoch 44 =>: 28%|███████████████▊ | 60/213 [00:14<00:36, 4.24it/s]
>60, c[0.000,100], d[0.036,0.037], g[4.565]
Training on Epoch 44 =>: 29%|████████████████ | 61/213 [00:14<00:35, 4.25it/s]
>61, c[0.000,100], d[0.383,0.020], g[3.979]
Training on Epoch 44 =>: 29%|████████████████▎ | 62/213 [00:14<00:35, 4.24it/s]
>62, c[0.000,100], d[0.013,0.123], g[5.084]
Training on Epoch 44 =>: 30%|████████████████▌ | 63/213 [00:15<00:35, 4.24it/s]
>63, c[0.000,100], d[0.034,0.637], g[4.881]
Training on Epoch 44 =>: 30%|████████████████▊ | 64/213 [00:15<00:35, 4.24it/s]
>64, c[0.000,100], d[0.236,0.007], g[5.481]
Training on Epoch 44 =>: 31%|█████████████████ | 65/213 [00:15<00:34, 4.25it/s]
>65, c[0.000,100], d[0.149,0.048], g[4.821]
Training on Epoch 44 =>: 31%|█████████████████▎ | 66/213 [00:15<00:35, 4.17it/s]
>66, c[0.000,100], d[0.025,0.743], g[5.075]
Training on Epoch 44 =>: 31%|█████████████████▌ | 67/213 [00:16<00:34, 4.17it/s]
>67, c[0.000,100], d[0.094,0.011], g[4.774]
Training on Epoch 44 =>: 32%|█████████████████▉ | 68/213 [00:16<00:34, 4.17it/s]
>68, c[0.000,100], d[0.745,0.050], g[4.736]
Training on Epoch 44 =>: 32%|██████████████████▏ | 69/213 [00:16<00:34, 4.15it/s]
>69, c[0.000,100], d[0.015,0.029], g[3.524]
Training on Epoch 44 =>: 33%|██████████████████▍ | 70/213 [00:16<00:34, 4.15it/s]
>70, c[0.000,100], d[0.301,0.019], g[3.080]
Training on Epoch 44 =>: 33%|██████████████████▋ | 71/213 [00:17<00:34, 4.16it/s]
>71, c[0.052,100], d[0.104,0.028], g[3.433]
Training on Epoch 44 =>: 34%|██████████████████▉ | 72/213 [00:17<00:34, 4.14it/s]
>72, c[0.000,100], d[0.022,0.197], g[3.422]
Training on Epoch 44 =>: 34%|███████████████████▏ | 73/213 [00:17<00:33, 4.15it/s]
>73, c[0.000,100], d[0.148,0.061], g[3.737]
Training on Epoch 44 =>: 35%|███████████████████▍ | 74/213 [00:17<00:33, 4.16it/s]
>74, c[0.000,100], d[0.000,0.050], g[3.023]
Training on Epoch 44 =>: 35%|███████████████████▋ | 75/213 [00:18<00:33, 4.16it/s]
>75, c[0.000,100], d[0.001,0.057], g[2.846]
Training on Epoch 44 =>: 36%|███████████████████▉ | 76/213 [00:18<00:33, 4.14it/s]
>76, c[0.000,100], d[0.004,0.022], g[3.789]
Training on Epoch 44 =>: 36%|████████████████████▏ | 77/213 [00:18<00:32, 4.15it/s]
>77, c[0.000,100], d[0.002,0.017], g[3.927]
Training on Epoch 44 =>: 37%|████████████████████▌ | 78/213 [00:18<00:32, 4.16it/s]
>78, c[0.000,100], d[0.031,0.101], g[3.121]
Training on Epoch 44 =>: 37%|████████████████████▊ | 79/213 [00:18<00:32, 4.17it/s]
>79, c[0.000,100], d[0.003,0.011], g[2.926]
Training on Epoch 44 =>: 38%|█████████████████████ | 80/213 [00:19<00:31, 4.17it/s]
>80, c[0.000,100], d[0.011,0.019], g[3.702]
Training on Epoch 44 =>: 38%|█████████████████████▎ | 81/213 [00:19<00:31, 4.17it/s]
>81, c[0.000,100], d[0.000,0.011], g[5.113]
Training on Epoch 44 =>: 38%|█████████████████████▌ | 82/213 [00:19<00:31, 4.20it/s]
>82, c[0.000,100], d[0.001,0.015], g[3.886]
Training on Epoch 44 =>: 39%|█████████████████████▊ | 83/213 [00:19<00:30, 4.21it/s]
>83, c[0.000,100], d[0.038,0.020], g[2.556]
Training on Epoch 44 =>: 39%|██████████████████████ | 84/213 [00:20<00:30, 4.21it/s]
>84, c[0.000,100], d[0.145,0.023], g[3.470]
Training on Epoch 44 =>: 40%|██████████████████████▎ | 85/213 [00:20<00:30, 4.23it/s]
>85, c[0.000,100], d[0.000,0.049], g[4.218]
Training on Epoch 44 =>: 40%|██████████████████████▌ | 86/213 [00:20<00:30, 4.23it/s]
>86, c[0.000,100], d[0.024,0.074], g[4.185]
Training on Epoch 44 =>: 41%|██████████████████████▊ | 87/213 [00:20<00:29, 4.23it/s]
>87, c[0.000,100], d[0.046,0.093], g[3.621]
Training on Epoch 44 =>: 41%|███████████████████████▏ | 88/213 [00:21<00:29, 4.24it/s]
>88, c[0.000,100], d[0.084,0.120], g[4.032]
Training on Epoch 44 =>: 42%|███████████████████████▍ | 89/213 [00:21<00:29, 4.23it/s]
>89, c[0.000,100], d[0.031,0.232], g[3.868]
Training on Epoch 44 =>: 42%|███████████████████████▋ | 90/213 [00:21<00:29, 4.21it/s]
>90, c[0.000,100], d[0.006,0.643], g[6.331]
Training on Epoch 44 =>: 43%|███████████████████████▉ | 91/213 [00:21<00:28, 4.23it/s]
>91, c[0.000,100], d[0.037,0.003], g[6.285]
Training on Epoch 44 =>: 43%|████████████████████████▏ | 92/213 [00:22<00:28, 4.24it/s]
>92, c[0.000,100], d[0.094,0.006], g[5.923]
Training on Epoch 44 =>: 44%|████████████████████████▍ | 93/213 [00:22<00:28, 4.25it/s]
>93, c[0.000,100], d[0.164,0.005], g[4.353]
Training on Epoch 44 =>: 44%|████████████████████████▋ | 94/213 [00:22<00:28, 4.25it/s]
>94, c[0.002,100], d[0.017,0.017], g[3.094]
Training on Epoch 44 =>: 45%|████████████████████████▉ | 95/213 [00:22<00:27, 4.24it/s]
>95, c[0.000,100], d[0.403,0.020], g[5.219]
Training on Epoch 44 =>: 45%|█████████████████████████▏ | 96/213 [00:22<00:27, 4.22it/s]
>96, c[0.000,100], d[0.005,0.037], g[3.392]
Training on Epoch 44 =>: 46%|█████████████████████████▌ | 97/213 [00:23<00:27, 4.19it/s]
>97, c[0.000,100], d[0.011,0.034], g[3.075]
Training on Epoch 44 =>: 46%|█████████████████████████▊ | 98/213 [00:23<00:27, 4.17it/s]
>98, c[0.000,100], d[0.017,0.094], g[3.745]
Training on Epoch 44 =>: 46%|██████████████████████████ | 99/213 [00:23<00:27, 4.16it/s]
>99, c[0.000,100], d[0.019,0.019], g[4.589]
Training on Epoch 44 =>: 47%|█████████████████████████▊ | 100/213 [00:23<00:27, 4.16it/s]
>100, c[0.000,100], d[0.004,0.016], g[3.793]
Training on Epoch 44 =>: 47%|██████████████████████████ | 101/213 [00:24<00:26, 4.15it/s]
>101, c[0.000,100], d[0.361,0.013], g[3.936]
Training on Epoch 44 =>: 48%|██████████████████████████▎ | 102/213 [00:24<00:26, 4.14it/s]
>102, c[0.000,100], d[0.004,0.037], g[4.382]
Training on Epoch 44 =>: 48%|██████████████████████████▌ | 103/213 [00:24<00:26, 4.14it/s]
>103, c[0.000,100], d[0.000,0.051], g[2.930]
Training on Epoch 44 =>: 49%|██████████████████████████▊ | 104/213 [00:24<00:26, 4.14it/s]
>104, c[0.000,100], d[0.055,0.024], g[3.171]
Training on Epoch 44 =>: 49%|███████████████████████████ | 105/213 [00:25<00:26, 4.13it/s]
>105, c[0.000,100], d[0.002,0.258], g[4.307]
Training on Epoch 44 =>: 50%|███████████████████████████▎ | 106/213 [00:25<00:26, 4.11it/s]
>106, c[0.000,100], d[0.006,0.015], g[4.295]
Training on Epoch 44 =>: 50%|███████████████████████████▋ | 107/213 [00:25<00:25, 4.11it/s]
>107, c[0.000,100], d[0.003,0.098], g[5.278]
Training on Epoch 44 =>: 51%|███████████████████████████▉ | 108/213 [00:25<00:25, 4.10it/s]
>108, c[0.000,100], d[0.012,0.012], g[3.525]
Training on Epoch 44 =>: 51%|████████████████████████████▏ | 109/213 [00:26<00:25, 4.10it/s]
>109, c[0.000,100], d[0.186,0.167], g[4.364]
Training on Epoch 44 =>: 52%|████████████████████████████▍ | 110/213 [00:26<00:24, 4.14it/s]
>110, c[0.000,100], d[0.054,0.015], g[4.423]
Training on Epoch 44 =>: 52%|████████████████████████████▋ | 111/213 [00:26<00:26, 3.88it/s]
>111, c[0.000,100], d[0.002,0.034], g[4.769]
Training on Epoch 44 =>: 53%|████████████████████████████▉ | 112/213 [00:26<00:25, 3.89it/s]
>112, c[0.000,100], d[0.103,0.008], g[5.254]
Training on Epoch 44 =>: 53%|█████████████████████████████▏ | 113/213 [00:27<00:25, 3.93it/s]
>113, c[0.000,100], d[0.007,0.052], g[5.055]
Training on Epoch 44 =>: 54%|█████████████████████████████▍ | 114/213 [00:27<00:24, 4.01it/s]
>114, c[0.000,100], d[0.012,0.007], g[3.967]
Training on Epoch 44 =>: 54%|█████████████████████████████▋ | 115/213 [00:27<00:24, 4.07it/s]
>115, c[0.000,100], d[0.005,0.008], g[4.089]
Training on Epoch 44 =>: 54%|█████████████████████████████▉ | 116/213 [00:27<00:23, 4.11it/s]
>116, c[0.000,100], d[0.022,0.090], g[3.660]
Training on Epoch 44 =>: 55%|██████████████████████████████▏ | 117/213 [00:28<00:23, 4.15it/s]
>117, c[0.000,100], d[0.004,0.285], g[5.822]
Training on Epoch 44 =>: 55%|██████████████████████████████▍ | 118/213 [00:28<00:23, 4.12it/s]
>118, c[0.000,100], d[0.016,0.012], g[6.438]
Training on Epoch 44 =>: 56%|██████████████████████████████▋ | 119/213 [00:28<00:22, 4.13it/s]
>119, c[0.000,100], d[0.112,0.012], g[5.280]
Training on Epoch 44 =>: 56%|██████████████████████████████▉ | 120/213 [00:28<00:23, 4.03it/s]
>120, c[0.000,100], d[0.138,0.007], g[3.722]
Training on Epoch 44 =>: 57%|███████████████████████████████▏ | 121/213 [00:29<00:22, 4.04it/s]
>121, c[0.000,100], d[0.714,0.214], g[4.827]
Training on Epoch 44 =>: 57%|███████████████████████████████▌ | 122/213 [00:29<00:22, 4.03it/s]
>122, c[0.000,100], d[0.259,0.012], g[3.968]
Training on Epoch 44 =>: 58%|███████████████████████████████▊ | 123/213 [00:29<00:22, 3.98it/s]
>123, c[0.000,100], d[0.001,0.034], g[3.571]
Training on Epoch 44 =>: 58%|████████████████████████████████ | 124/213 [00:29<00:22, 4.01it/s]
>124, c[0.000,100], d[0.005,0.053], g[3.490]
Training on Epoch 44 =>: 59%|████████████████████████████████▎ | 125/213 [00:30<00:21, 4.00it/s]
>125, c[0.000,100], d[0.002,0.015], g[4.618]
Training on Epoch 44 =>: 59%|████████████████████████████████▌ | 126/213 [00:30<00:21, 4.01it/s]
>126, c[0.000,100], d[0.006,1.087], g[4.682]
Training on Epoch 44 =>: 60%|████████████████████████████████▊ | 127/213 [00:30<00:21, 4.05it/s]
>127, c[0.000,100], d[0.142,0.024], g[4.157]
Training on Epoch 44 =>: 60%|█████████████████████████████████ | 128/213 [00:30<00:20, 4.05it/s]
>128, c[0.000,100], d[0.005,0.013], g[4.548]
Training on Epoch 44 =>: 61%|█████████████████████████████████▎ | 129/213 [00:31<00:20, 4.06it/s]
>129, c[0.000,100], d[0.126,0.067], g[3.838]
Training on Epoch 44 =>: 61%|█████████████████████████████████▌ | 130/213 [00:31<00:20, 4.07it/s]
>130, c[0.000,100], d[0.024,1.244], g[5.615]
Training on Epoch 44 =>: 62%|█████████████████████████████████▊ | 131/213 [00:31<00:20, 4.06it/s]
>131, c[0.000,100], d[0.428,0.046], g[4.371]
Training on Epoch 44 =>: 62%|██████████████████████████████████ | 132/213 [00:31<00:19, 4.07it/s]
>132, c[0.000,100], d[0.370,0.007], g[2.864]
Training on Epoch 44 =>: 62%|██████████████████████████████████▎ | 133/213 [00:32<00:19, 4.09it/s]
>133, c[0.000,100], d[0.084,0.067], g[2.988]
Training on Epoch 44 =>: 63%|██████████████████████████████████▌ | 134/213 [00:32<00:19, 4.10it/s]
>134, c[0.000,100], d[0.015,0.165], g[3.016]
Training on Epoch 44 =>: 63%|██████████████████████████████████▊ | 135/213 [00:32<00:19, 4.08it/s]
>135, c[0.000,100], d[0.001,0.051], g[4.098]
Training on Epoch 44 =>: 64%|███████████████████████████████████ | 136/213 [00:32<00:18, 4.08it/s]
>136, c[0.000,100], d[0.024,0.044], g[3.741]
Training on Epoch 44 =>: 64%|███████████████████████████████████▍ | 137/213 [00:33<00:18, 4.09it/s]
>137, c[0.000,100], d[0.096,0.099], g[4.070]
Training on Epoch 44 =>: 65%|███████████████████████████████████▋ | 138/213 [00:33<00:18, 4.10it/s]
>138, c[0.000,100], d[0.102,0.007], g[3.827]
Training on Epoch 44 =>: 65%|███████████████████████████████████▉ | 139/213 [00:33<00:18, 4.06it/s]
>139, c[0.000,100], d[0.077,0.100], g[3.254]
Training on Epoch 44 =>: 66%|████████████████████████████████████▏ | 140/213 [00:33<00:17, 4.09it/s]
>140, c[0.000,100], d[0.058,0.083], g[4.170]
Training on Epoch 44 =>: 66%|████████████████████████████████████▍ | 141/213 [00:34<00:17, 4.11it/s]
>141, c[0.000,100], d[0.567,0.027], g[2.382]
Training on Epoch 44 =>: 67%|████████████████████████████████████▋ | 142/213 [00:34<00:17, 4.13it/s]
>142, c[0.000,100], d[0.006,0.832], g[4.735]
Training on Epoch 44 =>: 67%|████████████████████████████████████▉ | 143/213 [00:34<00:16, 4.13it/s]
>143, c[0.000,100], d[0.078,0.013], g[5.044]
Training on Epoch 44 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:34<00:16, 4.14it/s]
>144, c[0.000,100], d[0.125,0.012], g[5.976]
Training on Epoch 44 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:34<00:16, 4.15it/s]
>145, c[0.000,100], d[0.065,0.027], g[5.202]
Training on Epoch 44 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:35<00:16, 4.15it/s]
>146, c[0.000,100], d[0.006,0.011], g[5.072]
Training on Epoch 44 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:35<00:15, 4.15it/s]
>147, c[0.000,100], d[0.010,0.049], g[4.440]
Training on Epoch 44 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:35<00:15, 4.15it/s]
>148, c[0.000,100], d[0.173,0.155], g[4.746]
Training on Epoch 44 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:35<00:15, 4.15it/s]
>149, c[0.000,100], d[0.056,0.468], g[4.718]
Training on Epoch 44 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:36<00:15, 4.16it/s]
>150, c[0.000,100], d[0.011,0.008], g[4.859]
Training on Epoch 44 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:36<00:15, 4.08it/s]
>151, c[0.000,100], d[0.005,0.009], g[4.189]
Training on Epoch 44 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:36<00:15, 4.05it/s]
>152, c[0.000,100], d[0.698,0.031], g[4.106]
Training on Epoch 44 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:36<00:14, 4.07it/s]
>153, c[0.000,100], d[0.046,0.316], g[3.316]
Training on Epoch 44 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:37<00:14, 4.10it/s]
>154, c[0.000,100], d[0.036,0.023], g[3.228]
Training on Epoch 44 =>: 73%|████████████████████████████████████████ | 155/213 [00:37<00:14, 4.12it/s]
>155, c[0.000,100], d[0.173,0.476], g[5.217]
Training on Epoch 44 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:37<00:13, 4.15it/s]
>156, c[0.000,100], d[0.013,0.061], g[4.591]
Training on Epoch 44 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:37<00:13, 4.17it/s]
>157, c[0.000,100], d[0.142,0.079], g[3.005]
Training on Epoch 44 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:38<00:13, 4.18it/s]
>158, c[0.000,100], d[0.007,0.198], g[6.027]
Training on Epoch 44 =>: 75%|█████████████████████████████████████████ | 159/213 [00:38<00:12, 4.19it/s]
>159, c[0.000,100], d[0.030,0.023], g[5.544]
Training on Epoch 44 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:38<00:12, 4.18it/s]
>160, c[0.000,100], d[0.015,0.012], g[4.204]
Training on Epoch 44 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:38<00:12, 4.18it/s]
>161, c[0.000,100], d[0.139,0.006], g[4.093]
Training on Epoch 44 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:39<00:12, 4.12it/s]
>162, c[0.000,100], d[0.001,0.017], g[4.476]
Training on Epoch 44 =>: 77%|██████████████████████████████████████████ | 163/213 [00:39<00:12, 4.10it/s]
>163, c[0.000,100], d[0.011,0.018], g[3.644]
Training on Epoch 44 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:39<00:12, 4.08it/s]
>164, c[0.000,100], d[0.235,0.025], g[3.678]
Training on Epoch 44 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:39<00:11, 4.01it/s]
>165, c[0.000,100], d[0.429,0.311], g[3.539]
Training on Epoch 44 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:40<00:11, 4.04it/s]
>166, c[0.000,100], d[0.175,0.806], g[4.320]
Training on Epoch 44 =>: 78%|███████████████████████████████████████████ | 167/213 [00:40<00:11, 4.04it/s]
>167, c[0.000,100], d[0.177,0.044], g[5.141]
Training on Epoch 44 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:40<00:11, 4.08it/s]
>168, c[0.000,100], d[0.050,0.013], g[4.991]
Training on Epoch 44 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:40<00:10, 4.12it/s]
>169, c[0.000,100], d[0.005,0.007], g[4.509]
Training on Epoch 44 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:41<00:10, 4.11it/s]
>170, c[0.000,100], d[0.008,0.015], g[4.351]
Training on Epoch 44 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:41<00:10, 4.11it/s]
>171, c[0.000,100], d[0.163,0.011], g[4.628]
Training on Epoch 44 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:41<00:09, 4.13it/s]
>172, c[0.000,100], d[0.002,0.019], g[3.807]
Training on Epoch 44 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:41<00:09, 4.14it/s]
>173, c[0.000,100], d[0.022,0.014], g[4.690]
Training on Epoch 44 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:42<00:09, 4.13it/s]
>174, c[0.000,100], d[0.001,0.036], g[4.188]
Training on Epoch 44 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:42<00:09, 4.12it/s]
>175, c[0.000,100], d[0.195,0.049], g[3.014]
Training on Epoch 44 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:42<00:08, 4.13it/s]
>176, c[0.000,100], d[0.149,0.154], g[2.974]
Training on Epoch 44 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:42<00:08, 4.07it/s]
>177, c[0.000,100], d[0.002,0.287], g[4.493]
Training on Epoch 44 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:43<00:08, 4.12it/s]
>178, c[0.000,100], d[0.016,0.438], g[5.817]
Training on Epoch 44 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:43<00:08, 4.13it/s]
>179, c[0.000,100], d[0.032,0.006], g[6.372]
Training on Epoch 44 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:43<00:07, 4.14it/s]
>180, c[0.000,100], d[0.013,0.001], g[5.791]
Training on Epoch 44 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:43<00:07, 4.14it/s]
>181, c[0.000,100], d[0.038,0.003], g[4.999]
Training on Epoch 44 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:43<00:07, 4.13it/s]
>182, c[0.001,100], d[0.543,0.303], g[3.800]
Training on Epoch 44 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:44<00:07, 4.12it/s]
>183, c[0.000,100], d[0.179,0.086], g[4.515]
Training on Epoch 44 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:44<00:07, 4.13it/s]
>184, c[0.000,100], d[0.490,0.015], g[2.937]
Training on Epoch 44 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:44<00:06, 4.13it/s]
>185, c[0.000,100], d[0.037,0.017], g[3.109]
Training on Epoch 44 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:44<00:06, 4.11it/s]
>186, c[0.000,100], d[0.314,0.052], g[3.759]
Training on Epoch 44 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:45<00:06, 4.15it/s]
>187, c[0.000,100], d[0.002,0.987], g[3.647]
Training on Epoch 44 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:45<00:06, 4.15it/s]
>188, c[0.000,100], d[0.114,0.094], g[4.587]
Training on Epoch 44 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:45<00:05, 4.18it/s]
>189, c[0.000,100], d[0.122,0.251], g[5.247]
Training on Epoch 44 =>: 89%|█████████████████████████████████████████████████ | 190/213 [00:45<00:05, 4.18it/s]
>190, c[0.000,100], d[0.051,0.081], g[5.226]
Training on Epoch 44 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [00:46<00:05, 4.17it/s]
>191, c[0.000,100], d[0.022,0.013], g[5.861]
Training on Epoch 44 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [00:46<00:05, 4.15it/s]
>192, c[0.000,100], d[0.006,0.003], g[4.411]
Training on Epoch 44 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [00:46<00:04, 4.17it/s]
>193, c[0.000,100], d[0.012,0.005], g[5.419]
Training on Epoch 44 =>: 91%|██████████████████████████████████████████████████ | 194/213 [00:46<00:04, 4.16it/s]
>194, c[0.000,100], d[0.022,0.009], g[5.771]
Training on Epoch 44 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [00:47<00:04, 4.11it/s]
>195, c[0.000,100], d[0.024,0.003], g[5.000]
Training on Epoch 44 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [00:47<00:04, 4.11it/s]
>196, c[0.000,100], d[0.006,0.040], g[5.096]
Training on Epoch 44 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [00:47<00:03, 4.05it/s]
>197, c[0.000,100], d[0.267,0.048], g[4.334]
Training on Epoch 44 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [00:47<00:03, 4.05it/s]
>198, c[0.000,100], d[0.001,0.027], g[3.908]
Training on Epoch 44 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [00:48<00:03, 4.06it/s]
>199, c[0.000,100], d[0.247,0.056], g[3.719]
Training on Epoch 44 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [00:48<00:03, 4.08it/s]
>200, c[0.000,100], d[0.153,0.137], g[5.481]
Training on Epoch 44 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [00:48<00:02, 4.11it/s]
>201, c[0.000,100], d[0.022,0.015], g[4.001]
Training on Epoch 44 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [00:48<00:02, 4.12it/s]
>202, c[0.000,100], d[0.041,0.046], g[3.914]
Training on Epoch 44 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [00:49<00:02, 4.13it/s]
>203, c[0.000,100], d[0.019,0.059], g[3.929]
Training on Epoch 44 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [00:49<00:02, 4.14it/s]
>204, c[0.000,100], d[0.012,0.011], g[4.645]
Training on Epoch 44 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [00:49<00:01, 4.15it/s]
>205, c[0.000,100], d[0.001,0.079], g[6.303]
Training on Epoch 44 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [00:49<00:01, 4.15it/s]
>206, c[0.000,100], d[0.778,0.079], g[4.345]
Training on Epoch 44 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [00:50<00:01, 4.16it/s]
>207, c[0.000,100], d[0.019,0.031], g[4.230]
Training on Epoch 44 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [00:50<00:01, 4.17it/s]
>208, c[0.000,100], d[0.015,0.075], g[3.999]
Training on Epoch 44 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [00:50<00:00, 4.15it/s]
>209, c[0.000,100], d[0.009,0.063], g[4.744]
Training on Epoch 44 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [00:50<00:00, 4.15it/s]
>210, c[0.000,100], d[0.005,0.018], g[4.679]
Training on Epoch 44 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [00:50<00:00, 4.16it/s]
>211, c[0.000,100], d[0.020,0.031], g[5.331]
Training on Epoch 44 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [00:51<00:00, 4.16it/s]
>212, c[0.000,100], d[0.025,0.004], g[4.940]
Training on Epoch 44 =>: 100%|███████████████████████████████████████████████████████| 213/213 [00:51<00:00, 4.14it/s]
>213, c[0.000,100], d[0.005,0.043], g[4.576]
EPOCHS =>: 88%|█████████████████████████████████████████████████████████▏ | 44/50 [2:22:59<1:58:11, 1181.87s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 45 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 45 =>: 0%|▎ | 1/213 [00:00<00:51, 4.11it/s]
>1, c[0.000,100], d[0.006,0.047], g[5.541]
Training on Epoch 45 =>: 1%|▌ | 2/213 [00:00<00:50, 4.14it/s]
>2, c[0.000,100], d[0.000,0.040], g[4.946]
Training on Epoch 45 =>: 1%|▊ | 3/213 [00:00<00:50, 4.14it/s]
>3, c[0.000,100], d[0.007,0.847], g[6.427]
Training on Epoch 45 =>: 2%|█ | 4/213 [00:00<00:50, 4.15it/s]
>4, c[0.000,100], d[0.759,0.004], g[3.696]
Training on Epoch 45 =>: 2%|█▎ | 5/213 [00:01<00:49, 4.16it/s]
>5, c[0.000,100], d[0.076,0.055], g[4.770]
Training on Epoch 45 =>: 3%|█▌ | 6/213 [00:01<00:50, 4.12it/s]
>6, c[0.000,100], d[0.006,0.040], g[4.256]
Training on Epoch 45 =>: 3%|█▊ | 7/213 [00:01<00:49, 4.18it/s]
>7, c[0.000,100], d[0.167,0.710], g[4.381]
Training on Epoch 45 =>: 4%|██▏ | 8/213 [00:01<00:48, 4.21it/s]
>8, c[0.000,100], d[0.028,0.043], g[3.243]
Training on Epoch 45 =>: 4%|██▍ | 9/213 [00:02<00:48, 4.23it/s]
>9, c[0.000,100], d[0.081,0.015], g[3.457]
Training on Epoch 45 =>: 5%|██▋ | 10/213 [00:02<00:48, 4.22it/s]
>10, c[0.000,100], d[0.050,0.088], g[4.378]
Training on Epoch 45 =>: 5%|██▉ | 11/213 [00:02<00:47, 4.23it/s]
>11, c[0.000,100], d[0.148,0.091], g[3.898]
Training on Epoch 45 =>: 6%|███▏ | 12/213 [00:02<00:47, 4.21it/s]
>12, c[0.000,100], d[0.002,0.020], g[3.647]
Training on Epoch 45 =>: 6%|███▍ | 13/213 [00:03<00:47, 4.21it/s]
>13, c[0.000,100], d[0.006,0.417], g[4.272]
Training on Epoch 45 =>: 7%|███▋ | 14/213 [00:03<00:47, 4.20it/s]
>14, c[0.000,100], d[0.003,0.086], g[7.575]
Training on Epoch 45 =>: 7%|███▉ | 15/213 [00:03<00:46, 4.22it/s]
>15, c[0.000,100], d[1.154,0.011], g[4.229]
Training on Epoch 45 =>: 8%|████▏ | 16/213 [00:03<00:46, 4.21it/s]
>16, c[0.000,100], d[0.002,0.021], g[2.818]
Training on Epoch 45 =>: 8%|████▍ | 17/213 [00:04<00:46, 4.24it/s]
>17, c[0.000,100], d[0.021,0.019], g[4.365]
Training on Epoch 45 =>: 8%|████▋ | 18/213 [00:04<00:46, 4.22it/s]
>18, c[0.000,100], d[0.134,0.130], g[3.989]
Training on Epoch 45 =>: 9%|████▉ | 19/213 [00:04<00:46, 4.21it/s]
>19, c[0.000,100], d[0.076,0.127], g[3.847]
Training on Epoch 45 =>: 9%|█████▎ | 20/213 [00:04<00:46, 4.18it/s]
>20, c[0.000,100], d[0.000,0.108], g[5.157]
Training on Epoch 45 =>: 10%|█████▌ | 21/213 [00:05<00:45, 4.19it/s]
>21, c[0.000,100], d[0.000,0.026], g[4.844]
Training on Epoch 45 =>: 10%|█████▊ | 22/213 [00:05<00:45, 4.18it/s]
>22, c[0.000,100], d[0.002,0.013], g[4.691]
Training on Epoch 45 =>: 11%|██████ | 23/213 [00:05<00:45, 4.18it/s]
>23, c[0.000,100], d[0.003,0.209], g[5.921]
Training on Epoch 45 =>: 11%|██████▎ | 24/213 [00:05<00:45, 4.18it/s]
>24, c[0.000,100], d[0.267,0.010], g[4.368]
Training on Epoch 45 =>: 12%|██████▌ | 25/213 [00:05<00:44, 4.18it/s]
>25, c[0.000,100], d[0.016,0.009], g[4.921]
Training on Epoch 45 =>: 12%|██████▊ | 26/213 [00:06<00:44, 4.18it/s]
>26, c[0.000,100], d[0.002,0.143], g[3.562]
Training on Epoch 45 =>: 13%|███████ | 27/213 [00:06<00:44, 4.14it/s]
>27, c[0.000,100], d[0.065,0.059], g[4.414]
Training on Epoch 45 =>: 13%|███████▎ | 28/213 [00:06<00:44, 4.15it/s]
>28, c[0.000,100], d[0.904,0.046], g[3.571]
Training on Epoch 45 =>: 14%|███████▌ | 29/213 [00:06<00:44, 4.15it/s]
>29, c[0.000,100], d[0.037,0.142], g[4.953]
Training on Epoch 45 =>: 14%|███████▉ | 30/213 [00:07<00:43, 4.16it/s]
>30, c[0.000,100], d[0.066,0.111], g[3.837]
Training on Epoch 45 =>: 15%|████████▏ | 31/213 [00:07<00:43, 4.18it/s]
>31, c[0.000,100], d[0.044,0.004], g[4.568]
Training on Epoch 45 =>: 15%|████████▍ | 32/213 [00:07<00:43, 4.15it/s]
>32, c[0.000,100], d[0.073,0.005], g[4.704]
Training on Epoch 45 =>: 15%|████████▋ | 33/213 [00:07<00:43, 4.16it/s]
>33, c[0.000,100], d[0.015,0.048], g[5.003]
Training on Epoch 45 =>: 16%|████████▉ | 34/213 [00:08<00:43, 4.15it/s]
>34, c[0.000,100], d[0.007,0.065], g[4.702]
Training on Epoch 45 =>: 16%|█████████▏ | 35/213 [00:08<00:42, 4.17it/s]
>35, c[0.000,100], d[0.023,0.497], g[5.904]
Training on Epoch 45 =>: 17%|█████████▍ | 36/213 [00:08<00:42, 4.16it/s]
>36, c[0.000,100], d[0.008,0.011], g[5.679]
Training on Epoch 45 =>: 17%|█████████▋ | 37/213 [00:08<00:42, 4.17it/s]
>37, c[0.000,100], d[0.098,0.066], g[5.049]
Training on Epoch 45 =>: 18%|█████████▉ | 38/213 [00:09<00:41, 4.17it/s]
>38, c[0.000,100], d[0.327,0.008], g[4.797]
Training on Epoch 45 =>: 18%|██████████▎ | 39/213 [00:09<00:41, 4.18it/s]
>39, c[0.000,100], d[0.078,0.040], g[4.567]
Training on Epoch 45 =>: 19%|██████████▌ | 40/213 [00:09<00:41, 4.18it/s]
>40, c[0.000,100], d[0.034,0.034], g[3.551]
Training on Epoch 45 =>: 19%|██████████▊ | 41/213 [00:09<00:41, 4.16it/s]
>41, c[0.000,100], d[0.003,0.101], g[3.853]
Training on Epoch 45 =>: 20%|███████████ | 42/213 [00:10<00:40, 4.17it/s]
>42, c[0.000,100], d[0.001,0.038], g[4.991]
Training on Epoch 45 =>: 20%|███████████▎ | 43/213 [00:10<00:40, 4.15it/s]
>43, c[0.000,100], d[0.005,0.136], g[3.905]
Training on Epoch 45 =>: 21%|███████████▌ | 44/213 [00:10<00:40, 4.16it/s]
>44, c[0.000,100], d[0.266,0.041], g[4.490]
Training on Epoch 45 =>: 21%|███████████▊ | 45/213 [00:10<00:40, 4.16it/s]
>45, c[0.000,100], d[0.069,0.037], g[5.779]
Training on Epoch 45 =>: 22%|████████████ | 46/213 [00:11<00:40, 4.17it/s]
>46, c[0.002,100], d[0.011,0.159], g[5.163]
Training on Epoch 45 =>: 22%|████████████▎ | 47/213 [00:11<00:39, 4.17it/s]
>47, c[0.000,100], d[0.090,0.030], g[4.694]
Training on Epoch 45 =>: 23%|████████████▌ | 48/213 [00:11<00:40, 4.04it/s]
>48, c[0.000,100], d[0.128,0.005], g[4.008]
Training on Epoch 45 =>: 23%|████████████▉ | 49/213 [00:11<00:40, 4.06it/s]
>49, c[0.000,100], d[0.001,0.050], g[4.230]
Training on Epoch 45 =>: 23%|█████████████▏ | 50/213 [00:11<00:39, 4.10it/s]
>50, c[0.000,100], d[0.007,0.330], g[6.175]
Training on Epoch 45 =>: 24%|█████████████▍ | 51/213 [00:12<00:39, 4.11it/s]
>51, c[0.001,100], d[0.335,0.174], g[5.880]
Training on Epoch 45 =>: 24%|█████████████▋ | 52/213 [00:12<00:38, 4.15it/s]
>52, c[0.000,100], d[0.144,0.008], g[4.731]
Training on Epoch 45 =>: 25%|█████████████▉ | 53/213 [00:12<00:38, 4.18it/s]
>53, c[0.000,100], d[0.083,0.011], g[3.923]
Training on Epoch 45 =>: 25%|██████████████▏ | 54/213 [00:12<00:38, 4.18it/s]
>54, c[0.000,100], d[0.127,0.036], g[5.033]
Training on Epoch 45 =>: 26%|██████████████▍ | 55/213 [00:13<00:37, 4.16it/s]
>55, c[0.000,100], d[0.005,0.103], g[5.498]
Training on Epoch 45 =>: 26%|██████████████▋ | 56/213 [00:13<00:37, 4.18it/s]
>56, c[0.000,100], d[0.003,0.013], g[2.452]
Training on Epoch 45 =>: 27%|██████████████▉ | 57/213 [00:13<00:37, 4.18it/s]
>57, c[0.000,100], d[0.015,0.156], g[4.829]
Training on Epoch 45 =>: 27%|███████████████▏ | 58/213 [00:13<00:37, 4.18it/s]
>58, c[0.000,100], d[0.310,1.975], g[5.606]
Training on Epoch 45 =>: 28%|███████████████▌ | 59/213 [00:14<00:36, 4.18it/s]
>59, c[0.000,100], d[0.094,0.006], g[7.041]
Training on Epoch 45 =>: 28%|███████████████▊ | 60/213 [00:14<00:36, 4.18it/s]
>60, c[0.000,100], d[0.407,0.033], g[5.206]
Training on Epoch 45 =>: 29%|████████████████ | 61/213 [00:14<00:36, 4.17it/s]
>61, c[0.000,100], d[0.145,0.086], g[4.367]
Training on Epoch 45 =>: 29%|████████████████▎ | 62/213 [00:14<00:36, 4.15it/s]
>62, c[0.000,100], d[0.019,0.016], g[4.552]
Training on Epoch 45 =>: 30%|████████████████▌ | 63/213 [00:15<00:36, 4.16it/s]
>63, c[0.000,100], d[0.011,0.026], g[3.506]
Training on Epoch 45 =>: 30%|████████████████▊ | 64/213 [00:15<00:35, 4.15it/s]
>64, c[0.000,100], d[0.041,0.058], g[1.726]
Training on Epoch 45 =>: 31%|█████████████████ | 65/213 [00:15<00:35, 4.18it/s]
>65, c[0.000,100], d[0.002,0.482], g[3.176]
Training on Epoch 45 =>: 31%|█████████████████▎ | 66/213 [00:15<00:34, 4.21it/s]
>66, c[0.000,100], d[0.002,0.116], g[2.777]
Training on Epoch 45 =>: 31%|█████████████████▌ | 67/213 [00:16<00:34, 4.22it/s]
>67, c[0.000,100], d[0.008,0.326], g[5.369]
Training on Epoch 45 =>: 32%|█████████████████▉ | 68/213 [00:16<00:34, 4.23it/s]
>68, c[0.000,100], d[0.044,0.002], g[5.387]
Training on Epoch 45 =>: 32%|██████████████████▏ | 69/213 [00:16<00:34, 4.21it/s]
>69, c[0.000,100], d[0.088,0.036], g[4.746]
Training on Epoch 45 =>: 33%|██████████████████▍ | 70/213 [00:16<00:34, 4.19it/s]
>70, c[0.000,100], d[0.061,0.004], g[6.304]
Training on Epoch 45 =>: 33%|██████████████████▋ | 71/213 [00:17<00:33, 4.20it/s]
>71, c[0.000,100], d[0.117,0.020], g[5.943]
Training on Epoch 45 =>: 34%|██████████████████▉ | 72/213 [00:17<00:33, 4.19it/s]
>72, c[0.000,100], d[0.006,0.011], g[5.249]
Training on Epoch 45 =>: 34%|███████████████████▏ | 73/213 [00:17<00:33, 4.19it/s]
>73, c[0.000,100], d[0.160,0.140], g[6.563]
Training on Epoch 45 =>: 35%|███████████████████▍ | 74/213 [00:17<00:33, 4.20it/s]
>74, c[0.000,100], d[0.001,0.151], g[5.416]
Training on Epoch 45 =>: 35%|███████████████████▋ | 75/213 [00:17<00:32, 4.21it/s]
>75, c[0.000,100], d[0.067,0.014], g[5.884]
Training on Epoch 45 =>: 36%|███████████████████▉ | 76/213 [00:18<00:32, 4.19it/s]
>76, c[0.000,100], d[0.264,0.015], g[5.401]
Training on Epoch 45 =>: 36%|████████████████████▏ | 77/213 [00:18<00:32, 4.19it/s]
>77, c[0.000,100], d[0.008,0.027], g[5.312]
Training on Epoch 45 =>: 37%|████████████████████▌ | 78/213 [00:18<00:32, 4.20it/s]
>78, c[0.000,100], d[0.006,0.230], g[4.852]
Training on Epoch 45 =>: 37%|████████████████████▊ | 79/213 [00:18<00:31, 4.24it/s]
>79, c[0.000,100], d[0.267,0.093], g[4.865]
Training on Epoch 45 =>: 38%|█████████████████████ | 80/213 [00:19<00:31, 4.18it/s]
>80, c[0.000,100], d[0.077,0.227], g[4.842]
Training on Epoch 45 =>: 38%|█████████████████████▎ | 81/213 [00:19<00:31, 4.18it/s]
>81, c[0.000,100], d[0.003,0.197], g[4.721]
Training on Epoch 45 =>: 38%|█████████████████████▌ | 82/213 [00:19<00:31, 4.17it/s]
>82, c[0.000,100], d[0.042,0.003], g[4.079]
Training on Epoch 45 =>: 39%|█████████████████████▊ | 83/213 [00:19<00:31, 4.17it/s]
>83, c[0.000,100], d[0.092,0.054], g[5.498]
Training on Epoch 45 =>: 39%|██████████████████████ | 84/213 [00:20<00:30, 4.18it/s]
>84, c[0.000,100], d[0.203,0.018], g[5.182]
Training on Epoch 45 =>: 40%|██████████████████████▎ | 85/213 [00:20<00:30, 4.20it/s]
>85, c[0.000,100], d[0.008,0.071], g[3.981]
Training on Epoch 45 =>: 40%|██████████████████████▌ | 86/213 [00:20<00:30, 4.20it/s]
>86, c[0.000,100], d[0.496,0.269], g[4.738]
Training on Epoch 45 =>: 41%|██████████████████████▊ | 87/213 [00:20<00:29, 4.23it/s]
>87, c[0.000,100], d[0.002,0.026], g[5.132]
Training on Epoch 45 =>: 41%|███████████████████████▏ | 88/213 [00:21<00:29, 4.24it/s]
>88, c[0.000,100], d[0.131,0.057], g[4.741]
Training on Epoch 45 =>: 42%|███████████████████████▍ | 89/213 [00:21<00:31, 3.99it/s]
>89, c[0.000,100], d[0.045,0.003], g[3.507]
Training on Epoch 45 =>: 42%|███████████████████████▋ | 90/213 [00:21<00:38, 3.21it/s]
>90, c[0.000,100], d[0.282,0.164], g[4.047]
Training on Epoch 45 =>: 43%|███████████████████████▉ | 91/213 [00:22<00:42, 2.87it/s]
>91, c[0.000,100], d[0.003,0.018], g[3.315]
Training on Epoch 45 =>: 43%|████████████████████████▏ | 92/213 [00:22<00:45, 2.66it/s]
>92, c[0.000,100], d[0.056,0.013], g[4.759]
Training on Epoch 45 =>: 44%|████████████████████████▍ | 93/213 [00:23<00:47, 2.53it/s]
>93, c[0.000,100], d[0.018,0.018], g[3.703]
Training on Epoch 45 =>: 44%|████████████████████████▋ | 94/213 [00:23<00:48, 2.46it/s]
>94, c[0.000,100], d[0.187,1.718], g[7.613]
Training on Epoch 45 =>: 45%|████████████████████████▉ | 95/213 [00:23<00:48, 2.41it/s]
>95, c[0.000,100], d[0.018,0.001], g[10.337]
Training on Epoch 45 =>: 45%|█████████████████████████▏ | 96/213 [00:24<00:48, 2.43it/s]
>96, c[0.000,100], d[0.374,0.005], g[5.170]
Training on Epoch 45 =>: 46%|█████████████████████████▌ | 97/213 [00:24<00:41, 2.77it/s]
>97, c[0.000,100], d[0.209,0.008], g[5.355]
Training on Epoch 45 =>: 46%|█████████████████████████▊ | 98/213 [00:24<00:37, 3.10it/s]
>98, c[0.000,100], d[0.003,0.012], g[4.955]
Training on Epoch 45 =>: 46%|██████████████████████████ | 99/213 [00:25<00:33, 3.38it/s]
>99, c[0.000,100], d[0.001,0.004], g[3.500]
Training on Epoch 45 =>: 47%|█████████████████████████▊ | 100/213 [00:25<00:31, 3.59it/s]
>100, c[0.000,100], d[0.159,0.023], g[3.625]
Training on Epoch 45 =>: 47%|██████████████████████████ | 101/213 [00:25<00:29, 3.75it/s]
>101, c[0.000,100], d[0.152,0.545], g[6.062]
Training on Epoch 45 =>: 48%|██████████████████████████▎ | 102/213 [00:25<00:28, 3.89it/s]
>102, c[0.000,100], d[0.086,0.038], g[3.668]
Training on Epoch 45 =>: 48%|██████████████████████████▌ | 103/213 [00:26<00:27, 4.00it/s]
>103, c[0.000,100], d[0.289,0.061], g[4.432]
Training on Epoch 45 =>: 49%|██████████████████████████▊ | 104/213 [00:26<00:26, 4.08it/s]
>104, c[0.001,100], d[0.033,0.044], g[4.058]
Training on Epoch 45 =>: 49%|███████████████████████████ | 105/213 [00:26<00:26, 4.12it/s]
>105, c[0.000,100], d[0.001,0.207], g[4.836]
Training on Epoch 45 =>: 50%|███████████████████████████▎ | 106/213 [00:26<00:25, 4.13it/s]
>106, c[0.000,100], d[0.058,0.011], g[4.295]
Training on Epoch 45 =>: 50%|███████████████████████████▋ | 107/213 [00:26<00:25, 4.14it/s]
>107, c[0.000,100], d[0.004,0.015], g[4.425]
Training on Epoch 45 =>: 51%|███████████████████████████▉ | 108/213 [00:27<00:25, 4.18it/s]
>108, c[0.000,100], d[0.062,0.022], g[4.411]
Training on Epoch 45 =>: 51%|████████████████████████████▏ | 109/213 [00:27<00:24, 4.20it/s]
>109, c[0.000,100], d[0.182,0.029], g[3.833]
Training on Epoch 45 =>: 52%|████████████████████████████▍ | 110/213 [00:27<00:24, 4.21it/s]
>110, c[0.000,100], d[0.000,0.200], g[3.134]
Training on Epoch 45 =>: 52%|████████████████████████████▋ | 111/213 [00:27<00:24, 4.18it/s]
>111, c[0.000,100], d[0.034,0.015], g[5.566]
Training on Epoch 45 =>: 53%|████████████████████████████▉ | 112/213 [00:28<00:24, 4.20it/s]
>112, c[0.000,100], d[0.004,0.013], g[4.868]
Training on Epoch 45 =>: 53%|█████████████████████████████▏ | 113/213 [00:28<00:23, 4.20it/s]
>113, c[0.000,100], d[0.001,0.012], g[4.055]
Training on Epoch 45 =>: 54%|█████████████████████████████▍ | 114/213 [00:28<00:23, 4.20it/s]
>114, c[0.000,100], d[0.095,0.036], g[4.073]
Training on Epoch 45 =>: 54%|█████████████████████████████▋ | 115/213 [00:28<00:23, 4.22it/s]
>115, c[0.000,100], d[0.018,0.471], g[3.481]
Training on Epoch 45 =>: 54%|█████████████████████████████▉ | 116/213 [00:29<00:22, 4.24it/s]
>116, c[0.000,100], d[0.297,0.016], g[4.094]
Training on Epoch 45 =>: 55%|██████████████████████████████▏ | 117/213 [00:29<00:22, 4.22it/s]
>117, c[0.000,100], d[0.003,0.106], g[4.844]
Training on Epoch 45 =>: 55%|██████████████████████████████▍ | 118/213 [00:29<00:22, 4.20it/s]
>118, c[0.000,100], d[0.002,0.020], g[4.516]
Training on Epoch 45 =>: 56%|██████████████████████████████▋ | 119/213 [00:29<00:22, 4.19it/s]
>119, c[0.000,100], d[0.015,0.020], g[4.267]
Training on Epoch 45 =>: 56%|██████████████████████████████▉ | 120/213 [00:30<00:22, 4.19it/s]
>120, c[0.000,100], d[0.011,0.012], g[3.999]
Training on Epoch 45 =>: 57%|███████████████████████████████▏ | 121/213 [00:30<00:22, 4.16it/s]
>121, c[0.000,100], d[0.786,0.032], g[3.588]
Training on Epoch 45 =>: 57%|███████████████████████████████▌ | 122/213 [00:30<00:21, 4.16it/s]
>122, c[0.000,100], d[0.002,0.108], g[3.613]
Training on Epoch 45 =>: 58%|███████████████████████████████▊ | 123/213 [00:30<00:21, 4.17it/s]
>123, c[0.000,100], d[0.006,0.178], g[5.295]
Training on Epoch 45 =>: 58%|████████████████████████████████ | 124/213 [00:31<00:21, 4.16it/s]
>124, c[0.000,100], d[0.005,0.041], g[4.934]
Training on Epoch 45 =>: 59%|████████████████████████████████▎ | 125/213 [00:31<00:21, 4.15it/s]
>125, c[0.000,100], d[0.066,0.215], g[3.799]
Training on Epoch 45 =>: 59%|████████████████████████████████▌ | 126/213 [00:31<00:20, 4.15it/s]
>126, c[0.000,100], d[0.067,0.281], g[5.005]
Training on Epoch 45 =>: 60%|████████████████████████████████▊ | 127/213 [00:31<00:20, 4.16it/s]
>127, c[0.000,100], d[0.270,0.005], g[4.759]
Training on Epoch 45 =>: 60%|█████████████████████████████████ | 128/213 [00:31<00:20, 4.16it/s]
>128, c[0.000,100], d[0.975,0.088], g[2.671]
Training on Epoch 45 =>: 61%|█████████████████████████████████▎ | 129/213 [00:32<00:20, 4.17it/s]
>129, c[0.000,100], d[0.023,0.272], g[3.504]
Training on Epoch 45 =>: 61%|█████████████████████████████████▌ | 130/213 [00:32<00:19, 4.16it/s]
>130, c[0.000,100], d[0.003,0.023], g[4.599]
Training on Epoch 45 =>: 62%|█████████████████████████████████▊ | 131/213 [00:32<00:20, 4.06it/s]
>131, c[0.000,100], d[0.019,0.080], g[3.330]
Training on Epoch 45 =>: 62%|██████████████████████████████████ | 132/213 [00:32<00:19, 4.07it/s]
>132, c[0.000,100], d[0.040,0.032], g[5.439]
Training on Epoch 45 =>: 62%|██████████████████████████████████▎ | 133/213 [00:33<00:19, 4.10it/s]
>133, c[0.000,100], d[0.076,0.008], g[4.661]
Training on Epoch 45 =>: 63%|██████████████████████████████████▌ | 134/213 [00:33<00:19, 4.12it/s]
>134, c[0.000,100], d[0.124,0.063], g[4.086]
Training on Epoch 45 =>: 63%|██████████████████████████████████▊ | 135/213 [00:33<00:18, 4.13it/s]
>135, c[0.000,100], d[0.032,0.036], g[4.897]
Training on Epoch 45 =>: 64%|███████████████████████████████████ | 136/213 [00:33<00:18, 4.13it/s]
>136, c[0.000,100], d[0.005,0.064], g[4.406]
Training on Epoch 45 =>: 64%|███████████████████████████████████▍ | 137/213 [00:34<00:18, 4.15it/s]
>137, c[0.000,100], d[0.249,0.043], g[3.230]
Training on Epoch 45 =>: 65%|███████████████████████████████████▋ | 138/213 [00:34<00:18, 4.16it/s]
>138, c[0.000,100], d[0.003,0.024], g[3.732]
Training on Epoch 45 =>: 65%|███████████████████████████████████▉ | 139/213 [00:34<00:17, 4.14it/s]
>139, c[0.000,100], d[0.002,0.277], g[5.308]
Training on Epoch 45 =>: 66%|████████████████████████████████████▏ | 140/213 [00:34<00:17, 4.15it/s]
>140, c[0.000,100], d[0.002,0.051], g[4.585]
Training on Epoch 45 =>: 66%|████████████████████████████████████▍ | 141/213 [00:35<00:17, 4.15it/s]
>141, c[0.000,100], d[0.017,0.096], g[5.348]
Training on Epoch 45 =>: 67%|████████████████████████████████████▋ | 142/213 [00:35<00:17, 4.16it/s]
>142, c[0.000,100], d[0.039,0.381], g[5.790]
Training on Epoch 45 =>: 67%|████████████████████████████████████▉ | 143/213 [00:35<00:16, 4.15it/s]
>143, c[0.000,100], d[0.078,0.004], g[6.484]
Training on Epoch 45 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:35<00:16, 4.13it/s]
>144, c[0.000,100], d[0.284,0.010], g[5.263]
Training on Epoch 45 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:36<00:16, 4.15it/s]
>145, c[0.000,100], d[0.058,0.010], g[4.286]
Training on Epoch 45 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:36<00:16, 4.14it/s]
>146, c[0.000,100], d[0.035,0.009], g[3.651]
Training on Epoch 45 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:36<00:15, 4.15it/s]
>147, c[0.000,100], d[0.017,0.053], g[4.014]
Training on Epoch 45 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:36<00:15, 4.16it/s]
>148, c[0.000,100], d[0.032,0.033], g[4.497]
Training on Epoch 45 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:37<00:15, 4.16it/s]
>149, c[0.000,100], d[0.044,0.022], g[4.694]
Training on Epoch 45 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:37<00:15, 4.17it/s]
>150, c[0.000,100], d[0.015,0.336], g[5.554]
Training on Epoch 45 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:37<00:14, 4.18it/s]
>151, c[0.000,100], d[0.123,0.041], g[6.068]
Training on Epoch 45 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:37<00:14, 4.17it/s]
>152, c[0.000,100], d[0.143,0.015], g[3.772]
Training on Epoch 45 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:38<00:14, 4.15it/s]
>153, c[0.000,100], d[0.174,0.196], g[3.652]
Training on Epoch 45 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:38<00:14, 4.16it/s]
>154, c[0.000,100], d[0.107,0.112], g[3.569]
Training on Epoch 45 =>: 73%|████████████████████████████████████████ | 155/213 [00:38<00:13, 4.16it/s]
>155, c[0.000,100], d[0.063,0.007], g[3.711]
Training on Epoch 45 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:38<00:13, 4.17it/s]
>156, c[0.000,100], d[0.013,0.044], g[3.123]
Training on Epoch 45 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:38<00:13, 4.18it/s]
>157, c[0.000,100], d[0.006,0.034], g[4.402]
Training on Epoch 45 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:39<00:13, 4.18it/s]
>158, c[0.000,100], d[0.015,0.022], g[4.111]
Training on Epoch 45 =>: 75%|█████████████████████████████████████████ | 159/213 [00:39<00:12, 4.18it/s]
>159, c[0.000,100], d[0.740,0.263], g[4.837]
Training on Epoch 45 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:39<00:12, 4.16it/s]
>160, c[0.000,100], d[0.001,0.074], g[4.142]
Training on Epoch 45 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:39<00:12, 4.16it/s]
>161, c[0.000,100], d[0.001,0.155], g[3.884]
Training on Epoch 45 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:40<00:12, 4.19it/s]
>162, c[0.000,100], d[0.026,0.006], g[4.672]
Training on Epoch 45 =>: 77%|██████████████████████████████████████████ | 163/213 [00:40<00:11, 4.19it/s]
>163, c[0.000,100], d[0.904,0.359], g[5.133]
Training on Epoch 45 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:40<00:11, 4.19it/s]
>164, c[0.000,100], d[0.002,0.027], g[5.600]
Training on Epoch 45 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:40<00:11, 4.19it/s]
>165, c[0.000,100], d[0.014,0.011], g[4.263]
Training on Epoch 45 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:41<00:11, 4.20it/s]
>166, c[0.000,100], d[0.018,0.045], g[5.492]
Training on Epoch 45 =>: 78%|███████████████████████████████████████████ | 167/213 [00:41<00:11, 4.18it/s]
>167, c[0.000,100], d[0.006,0.033], g[5.680]
Training on Epoch 45 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:41<00:10, 4.19it/s]
>168, c[0.000,100], d[0.150,0.151], g[5.615]
Training on Epoch 45 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:41<00:10, 4.20it/s]
>169, c[0.000,100], d[0.051,0.174], g[4.836]
Training on Epoch 45 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:42<00:10, 4.18it/s]
>170, c[0.000,100], d[0.075,0.143], g[4.384]
Training on Epoch 45 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:42<00:10, 4.18it/s]
>171, c[0.000,100], d[0.005,0.075], g[6.149]
Training on Epoch 45 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:42<00:09, 4.17it/s]
>172, c[0.000,100], d[0.002,0.012], g[6.281]
Training on Epoch 45 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:42<00:09, 4.17it/s]
>173, c[0.000,100], d[0.765,0.056], g[4.063]
Training on Epoch 45 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:43<00:09, 4.14it/s]
>174, c[0.000,100], d[0.015,0.226], g[5.141]
Training on Epoch 45 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:43<00:09, 4.17it/s]
>175, c[0.000,100], d[0.025,0.037], g[5.058]
Training on Epoch 45 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:43<00:08, 4.16it/s]
>176, c[0.000,100], d[0.213,0.168], g[3.558]
Training on Epoch 45 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:43<00:08, 4.16it/s]
>177, c[0.000,100], d[0.013,0.197], g[4.438]
Training on Epoch 45 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:44<00:08, 4.16it/s]
>178, c[0.000,100], d[0.056,0.003], g[5.691]
Training on Epoch 45 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:44<00:08, 4.17it/s]
>179, c[0.000,100], d[0.001,0.062], g[5.119]
Training on Epoch 45 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:44<00:07, 4.18it/s]
>180, c[0.000,100], d[0.012,0.026], g[5.264]
Training on Epoch 45 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:44<00:07, 4.15it/s]
>181, c[0.000,100], d[0.020,0.014], g[5.790]
Training on Epoch 45 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:44<00:07, 4.16it/s]
>182, c[0.000,100], d[0.006,0.075], g[6.098]
Training on Epoch 45 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:45<00:07, 4.17it/s]
>183, c[0.000,100], d[0.195,0.007], g[4.876]
Training on Epoch 45 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:45<00:06, 4.17it/s]
>184, c[0.000,100], d[0.073,0.187], g[2.615]
Training on Epoch 45 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:45<00:06, 4.16it/s]
>185, c[0.000,100], d[0.001,0.037], g[3.609]
Training on Epoch 45 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:45<00:06, 4.16it/s]
>186, c[0.000,100], d[0.076,0.029], g[4.711]
Training on Epoch 45 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:46<00:06, 4.16it/s]
>187, c[0.000,100], d[0.025,0.014], g[4.803]
Training on Epoch 45 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:46<00:05, 4.18it/s]
>188, c[0.000,100], d[1.017,0.846], g[5.557]
Training on Epoch 45 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:46<00:05, 4.20it/s]
>189, c[0.000,100], d[0.085,0.038], g[6.879]
Training on Epoch 45 =>: 89%|█████████████████████████████████████████████████ | 190/213 [00:46<00:05, 4.21it/s]
>190, c[0.000,100], d[0.010,0.015], g[6.459]
Training on Epoch 45 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [00:47<00:05, 4.20it/s]
>191, c[0.000,100], d[0.302,0.004], g[5.308]
Training on Epoch 45 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [00:47<00:05, 4.20it/s]
>192, c[0.000,100], d[0.215,0.047], g[3.768]
Training on Epoch 45 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [00:47<00:04, 4.17it/s]
>193, c[0.000,100], d[0.106,0.011], g[4.131]
Training on Epoch 45 =>: 91%|██████████████████████████████████████████████████ | 194/213 [00:47<00:04, 4.17it/s]
>194, c[0.000,100], d[0.936,0.108], g[3.023]
Training on Epoch 45 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [00:48<00:04, 4.15it/s]
>195, c[0.000,100], d[0.007,0.139], g[3.575]
Training on Epoch 45 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [00:48<00:04, 4.16it/s]
>196, c[0.000,100], d[0.002,0.017], g[5.273]
Training on Epoch 45 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [00:48<00:03, 4.16it/s]
>197, c[0.000,100], d[0.030,0.066], g[4.124]
Training on Epoch 45 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [00:48<00:03, 4.16it/s]
>198, c[0.000,100], d[0.003,0.013], g[4.820]
Training on Epoch 45 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [00:49<00:03, 4.16it/s]
>199, c[0.000,100], d[0.017,0.012], g[4.638]
Training on Epoch 45 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [00:49<00:03, 4.17it/s]
>200, c[0.000,100], d[0.040,0.010], g[4.464]
Training on Epoch 45 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [00:49<00:02, 4.16it/s]
>201, c[0.000,100], d[0.014,0.174], g[4.078]
Training on Epoch 45 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [00:49<00:02, 4.14it/s]
>202, c[0.000,100], d[0.009,0.024], g[3.686]
Training on Epoch 45 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [00:50<00:02, 4.14it/s]
>203, c[0.000,100], d[0.166,0.005], g[3.980]
Training on Epoch 45 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [00:50<00:02, 4.15it/s]
>204, c[0.000,100], d[0.080,0.035], g[4.153]
Training on Epoch 45 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [00:50<00:01, 4.16it/s]
>205, c[0.037,100], d[0.004,0.071], g[4.145]
Training on Epoch 45 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [00:50<00:01, 4.16it/s]
>206, c[0.000,100], d[0.001,0.027], g[5.283]
Training on Epoch 45 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [00:50<00:01, 4.15it/s]
>207, c[0.000,100], d[0.002,0.079], g[4.846]
Training on Epoch 45 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [00:51<00:01, 4.16it/s]
>208, c[0.000,100], d[0.007,0.004], g[5.419]
Training on Epoch 45 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [00:51<00:00, 4.14it/s]
>209, c[0.002,100], d[0.059,0.065], g[5.856]
Training on Epoch 45 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [00:51<00:00, 4.04it/s]
>210, c[0.000,100], d[0.020,0.005], g[5.156]
Training on Epoch 45 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [00:51<00:00, 4.08it/s]
>211, c[0.000,100], d[0.906,0.024], g[4.153]
Training on Epoch 45 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [00:52<00:00, 4.10it/s]
>212, c[0.000,100], d[0.050,0.020], g[3.329]
Training on Epoch 45 =>: 100%|███████████████████████████████████████████████████████| 213/213 [00:52<00:00, 4.06it/s]
>213, c[0.000,100], d[0.004,0.165], g[3.481]
EPOCHS =>: 90%|███████████████████████████████████████████████████████████▍ | 45/50 [2:23:52<1:10:16, 843.29s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 46 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 46 =>: 0%|▎ | 1/213 [00:00<00:50, 4.20it/s]
>1, c[0.000,100], d[0.041,0.019], g[4.639]
Training on Epoch 46 =>: 1%|▌ | 2/213 [00:00<00:50, 4.17it/s]
>2, c[0.000,100], d[0.015,0.051], g[3.446]
Training on Epoch 46 =>: 1%|▊ | 3/213 [00:00<00:50, 4.20it/s]
>3, c[0.000,100], d[0.002,0.016], g[4.005]
Training on Epoch 46 =>: 2%|█ | 4/213 [00:00<00:49, 4.22it/s]
>4, c[0.000,100], d[0.444,0.045], g[2.837]
Training on Epoch 46 =>: 2%|█▎ | 5/213 [00:01<00:49, 4.19it/s]
>5, c[0.000,100], d[0.320,0.191], g[2.696]
Training on Epoch 46 =>: 3%|█▌ | 6/213 [00:01<00:49, 4.16it/s]
>6, c[0.000,100], d[0.160,0.063], g[3.167]
Training on Epoch 46 =>: 3%|█▊ | 7/213 [00:01<00:49, 4.16it/s]
>7, c[0.000,100], d[0.000,0.016], g[3.924]
Training on Epoch 46 =>: 4%|██▏ | 8/213 [00:01<00:48, 4.19it/s]
>8, c[0.000,100], d[0.000,0.059], g[3.641]
Training on Epoch 46 =>: 4%|██▍ | 9/213 [00:02<00:48, 4.20it/s]
>9, c[0.000,100], d[0.003,0.052], g[3.843]
Training on Epoch 46 =>: 5%|██▋ | 10/213 [00:02<00:48, 4.20it/s]
>10, c[0.000,100], d[0.311,0.055], g[2.543]
Training on Epoch 46 =>: 5%|██▉ | 11/213 [00:02<00:48, 4.20it/s]
>11, c[0.000,100], d[0.086,0.031], g[2.652]
Training on Epoch 46 =>: 6%|███▏ | 12/213 [00:02<00:47, 4.22it/s]
>12, c[0.000,100], d[0.001,0.076], g[4.050]
Training on Epoch 46 =>: 6%|███▍ | 13/213 [00:03<00:47, 4.20it/s]
>13, c[0.000,100], d[0.118,0.082], g[3.333]
Training on Epoch 46 =>: 7%|███▋ | 14/213 [00:03<00:47, 4.19it/s]
>14, c[0.000,100], d[0.000,0.043], g[3.107]
Training on Epoch 46 =>: 7%|███▉ | 15/213 [00:03<00:47, 4.21it/s]
>15, c[0.000,100], d[0.001,0.542], g[3.611]
Training on Epoch 46 =>: 8%|████▏ | 16/213 [00:03<00:46, 4.22it/s]
>16, c[0.000,100], d[0.008,0.025], g[6.364]
Training on Epoch 46 =>: 8%|████▍ | 17/213 [00:04<00:46, 4.20it/s]
>17, c[0.000,100], d[0.000,0.005], g[4.653]
Training on Epoch 46 =>: 8%|████▋ | 18/213 [00:04<00:46, 4.20it/s]
>18, c[0.000,100], d[0.411,0.106], g[4.167]
Training on Epoch 46 =>: 9%|████▉ | 19/213 [00:04<00:46, 4.18it/s]
>19, c[0.000,100], d[0.000,0.005], g[4.593]
Training on Epoch 46 =>: 9%|█████▎ | 20/213 [00:04<00:46, 4.16it/s]
>20, c[0.000,100], d[0.142,0.077], g[4.924]
Training on Epoch 46 =>: 10%|█████▌ | 21/213 [00:05<00:46, 4.16it/s]
>21, c[0.000,100], d[0.005,0.013], g[3.945]
Training on Epoch 46 =>: 10%|█████▊ | 22/213 [00:05<00:45, 4.15it/s]
>22, c[0.000,100], d[0.081,0.063], g[4.604]
Training on Epoch 46 =>: 11%|██████ | 23/213 [00:05<00:45, 4.18it/s]
>23, c[0.000,100], d[0.001,0.014], g[4.399]
Training on Epoch 46 =>: 11%|██████▎ | 24/213 [00:05<00:45, 4.18it/s]
>24, c[0.000,100], d[0.000,0.025], g[4.259]
Training on Epoch 46 =>: 12%|██████▌ | 25/213 [00:05<00:44, 4.18it/s]
>25, c[0.000,100], d[0.003,0.091], g[3.315]
Training on Epoch 46 =>: 12%|██████▊ | 26/213 [00:06<00:44, 4.17it/s]
>26, c[0.000,100], d[0.015,0.004], g[5.814]
Training on Epoch 46 =>: 13%|███████ | 27/213 [00:06<00:44, 4.15it/s]
>27, c[0.000,100], d[0.021,0.003], g[5.000]
Training on Epoch 46 =>: 13%|███████▎ | 28/213 [00:06<00:44, 4.15it/s]
>28, c[0.000,100], d[0.044,0.494], g[4.839]
Training on Epoch 46 =>: 14%|███████▌ | 29/213 [00:06<00:44, 4.15it/s]
>29, c[0.000,100], d[0.410,0.004], g[4.132]
Training on Epoch 46 =>: 14%|███████▉ | 30/213 [00:07<00:44, 4.16it/s]
>30, c[0.000,100], d[0.000,0.012], g[3.677]
Training on Epoch 46 =>: 15%|████████▏ | 31/213 [00:07<00:43, 4.16it/s]
>31, c[0.000,100], d[0.019,0.025], g[5.169]
Training on Epoch 46 =>: 15%|████████▍ | 32/213 [00:07<00:43, 4.16it/s]
>32, c[0.000,100], d[0.017,0.084], g[3.693]
Training on Epoch 46 =>: 15%|████████▋ | 33/213 [00:07<00:43, 4.16it/s]
>33, c[0.000,100], d[0.003,0.025], g[4.159]
Training on Epoch 46 =>: 16%|████████▉ | 34/213 [00:08<00:43, 4.14it/s]
>34, c[0.000,100], d[0.007,0.118], g[4.331]
Training on Epoch 46 =>: 16%|█████████▏ | 35/213 [00:08<00:42, 4.14it/s]
>35, c[0.000,100], d[0.019,0.014], g[5.926]
Training on Epoch 46 =>: 17%|█████████▍ | 36/213 [00:08<00:42, 4.14it/s]
>36, c[0.000,100], d[0.005,0.005], g[5.381]
Training on Epoch 46 =>: 17%|█████████▋ | 37/213 [00:08<00:42, 4.15it/s]
>37, c[0.000,100], d[0.031,0.042], g[5.962]
Training on Epoch 46 =>: 18%|█████████▉ | 38/213 [00:09<00:42, 4.14it/s]
>38, c[0.000,100], d[0.005,0.007], g[4.797]
Training on Epoch 46 =>: 18%|██████████▎ | 39/213 [00:09<00:42, 4.14it/s]
>39, c[0.000,100], d[0.506,0.371], g[5.216]
Training on Epoch 46 =>: 19%|██████████▌ | 40/213 [00:09<00:41, 4.15it/s]
>40, c[0.000,100], d[0.000,0.361], g[5.608]
Training on Epoch 46 =>: 19%|██████████▊ | 41/213 [00:09<00:41, 4.14it/s]
>41, c[0.000,100], d[0.010,0.035], g[4.703]
Training on Epoch 46 =>: 20%|███████████ | 42/213 [00:10<00:41, 4.14it/s]
>42, c[0.000,100], d[0.012,0.061], g[6.732]
Training on Epoch 46 =>: 20%|███████████▎ | 43/213 [00:10<00:40, 4.16it/s]
>43, c[0.000,100], d[0.020,0.042], g[6.939]
Training on Epoch 46 =>: 21%|███████████▌ | 44/213 [00:10<00:40, 4.16it/s]
>44, c[0.000,100], d[0.262,0.040], g[5.557]
Training on Epoch 46 =>: 21%|███████████▊ | 45/213 [00:10<00:40, 4.17it/s]
>45, c[0.000,100], d[0.214,0.208], g[4.874]
Training on Epoch 46 =>: 22%|████████████ | 46/213 [00:11<00:40, 4.17it/s]
>46, c[0.000,100], d[0.009,0.011], g[5.336]
Training on Epoch 46 =>: 22%|████████████▎ | 47/213 [00:11<00:39, 4.17it/s]
>47, c[0.000,100], d[0.048,0.013], g[4.714]
Training on Epoch 46 =>: 23%|████████████▌ | 48/213 [00:11<00:39, 4.16it/s]
>48, c[0.000,100], d[0.364,0.197], g[2.964]
Training on Epoch 46 =>: 23%|████████████▉ | 49/213 [00:11<00:39, 4.16it/s]
>49, c[0.000,100], d[0.026,0.194], g[5.610]
Training on Epoch 46 =>: 23%|█████████████▏ | 50/213 [00:11<00:39, 4.17it/s]
>50, c[0.000,100], d[0.005,0.002], g[4.808]
Training on Epoch 46 =>: 24%|█████████████▍ | 51/213 [00:12<00:38, 4.16it/s]
>51, c[0.000,100], d[0.919,0.104], g[5.704]
Training on Epoch 46 =>: 24%|█████████████▋ | 52/213 [00:12<00:38, 4.17it/s]
>52, c[0.000,100], d[0.057,0.579], g[5.025]
Training on Epoch 46 =>: 25%|█████████████▉ | 53/213 [00:12<00:38, 4.17it/s]
>53, c[0.000,100], d[0.171,0.004], g[6.306]
Training on Epoch 46 =>: 25%|██████████████▏ | 54/213 [00:12<00:38, 4.17it/s]
>54, c[0.000,100], d[0.002,0.007], g[5.572]
Training on Epoch 46 =>: 26%|██████████████▍ | 55/213 [00:13<00:38, 4.15it/s]
>55, c[0.000,100], d[0.043,0.008], g[4.953]
Training on Epoch 46 =>: 26%|██████████████▋ | 56/213 [00:13<00:37, 4.16it/s]
>56, c[0.000,100], d[0.139,0.006], g[5.494]
Training on Epoch 46 =>: 27%|██████████████▉ | 57/213 [00:13<00:37, 4.17it/s]
>57, c[0.000,100], d[0.141,0.050], g[4.521]
Training on Epoch 46 =>: 27%|███████████████▏ | 58/213 [00:13<00:37, 4.16it/s]
>58, c[0.000,100], d[0.023,0.027], g[4.198]
Training on Epoch 46 =>: 28%|███████████████▌ | 59/213 [00:14<00:36, 4.16it/s]
>59, c[0.000,100], d[0.001,0.039], g[3.694]
Training on Epoch 46 =>: 28%|███████████████▊ | 60/213 [00:14<00:36, 4.17it/s]
>60, c[0.000,100], d[0.002,0.045], g[4.656]
Training on Epoch 46 =>: 29%|████████████████ | 61/213 [00:14<00:36, 4.17it/s]
>61, c[0.000,100], d[0.031,0.013], g[4.669]
Training on Epoch 46 =>: 29%|████████████████▎ | 62/213 [00:14<00:36, 4.17it/s]
>62, c[0.000,100], d[0.004,0.020], g[4.259]
Training on Epoch 46 =>: 30%|████████████████▌ | 63/213 [00:15<00:36, 4.16it/s]
>63, c[0.000,100], d[0.034,0.007], g[4.475]
Training on Epoch 46 =>: 30%|████████████████▊ | 64/213 [00:15<00:35, 4.15it/s]
>64, c[0.000,100], d[1.056,0.193], g[2.662]
Training on Epoch 46 =>: 31%|█████████████████ | 65/213 [00:15<00:35, 4.15it/s]
>65, c[0.000,100], d[0.143,0.065], g[2.515]
Training on Epoch 46 =>: 31%|█████████████████▎ | 66/213 [00:15<00:35, 4.16it/s]
>66, c[0.000,100], d[0.001,0.139], g[3.973]
Training on Epoch 46 =>: 31%|█████████████████▌ | 67/213 [00:16<00:35, 4.17it/s]
>67, c[0.000,100], d[0.001,0.048], g[3.509]
Training on Epoch 46 =>: 32%|█████████████████▉ | 68/213 [00:16<00:34, 4.19it/s]
>68, c[0.000,100], d[0.003,0.028], g[4.984]
Training on Epoch 46 =>: 32%|██████████████████▏ | 69/213 [00:16<00:34, 4.18it/s]
>69, c[0.000,100], d[0.001,0.488], g[6.009]
Training on Epoch 46 =>: 33%|██████████████████▍ | 70/213 [00:16<00:34, 4.18it/s]
>70, c[0.000,100], d[0.001,0.010], g[5.453]
Training on Epoch 46 =>: 33%|██████████████████▋ | 71/213 [00:17<00:34, 4.13it/s]
>71, c[0.000,100], d[0.048,0.017], g[5.593]
Training on Epoch 46 =>: 34%|██████████████████▉ | 72/213 [00:17<00:34, 4.13it/s]
>72, c[0.000,100], d[0.062,0.012], g[5.674]
Training on Epoch 46 =>: 34%|███████████████████▏ | 73/213 [00:17<00:33, 4.13it/s]
>73, c[0.000,100], d[0.054,0.011], g[4.888]
Training on Epoch 46 =>: 35%|███████████████████▍ | 74/213 [00:17<00:33, 4.13it/s]
>74, c[0.000,100], d[0.000,0.007], g[5.738]
Training on Epoch 46 =>: 35%|███████████████████▋ | 75/213 [00:18<00:33, 4.13it/s]
>75, c[0.000,100], d[0.001,0.010], g[4.718]
Training on Epoch 46 =>: 36%|███████████████████▉ | 76/213 [00:18<00:33, 4.12it/s]
>76, c[0.000,100], d[0.004,0.006], g[4.321]
Training on Epoch 46 =>: 36%|████████████████████▏ | 77/213 [00:18<00:32, 4.16it/s]
>77, c[0.000,100], d[0.028,0.007], g[4.768]
Training on Epoch 46 =>: 37%|████████████████████▌ | 78/213 [00:18<00:32, 4.17it/s]
>78, c[0.000,100], d[0.000,0.008], g[5.052]
Training on Epoch 46 =>: 37%|████████████████████▊ | 79/213 [00:18<00:32, 4.16it/s]
>79, c[0.000,100], d[0.041,0.016], g[4.610]
Training on Epoch 46 =>: 38%|█████████████████████ | 80/213 [00:19<00:31, 4.17it/s]
>80, c[0.000,100], d[0.018,0.016], g[5.033]
Training on Epoch 46 =>: 38%|█████████████████████▎ | 81/213 [00:19<00:31, 4.17it/s]
>81, c[0.000,100], d[0.011,0.017], g[4.520]
Training on Epoch 46 =>: 38%|█████████████████████▌ | 82/213 [00:19<00:31, 4.10it/s]
>82, c[0.002,100], d[0.028,0.013], g[4.143]
Training on Epoch 46 =>: 39%|█████████████████████▊ | 83/213 [00:19<00:31, 4.11it/s]
>83, c[0.000,100], d[0.318,0.037], g[3.890]
Training on Epoch 46 =>: 39%|██████████████████████ | 84/213 [00:20<00:31, 4.12it/s]
>84, c[0.000,100], d[0.004,0.017], g[3.556]
Training on Epoch 46 =>: 40%|██████████████████████▎ | 85/213 [00:20<00:31, 4.12it/s]
>85, c[0.000,100], d[0.000,0.103], g[4.043]
Training on Epoch 46 =>: 40%|██████████████████████▌ | 86/213 [00:20<00:30, 4.13it/s]
>86, c[0.000,100], d[0.004,0.038], g[4.115]
Training on Epoch 46 =>: 41%|██████████████████████▊ | 87/213 [00:20<00:30, 4.14it/s]
>87, c[0.000,100], d[0.005,0.015], g[4.592]
Training on Epoch 46 =>: 41%|███████████████████████▏ | 88/213 [00:21<00:30, 4.15it/s]
>88, c[0.000,100], d[0.004,0.022], g[4.362]
Training on Epoch 46 =>: 42%|███████████████████████▍ | 89/213 [00:21<00:29, 4.15it/s]
>89, c[0.000,100], d[0.041,0.015], g[5.308]
Training on Epoch 46 =>: 42%|███████████████████████▋ | 90/213 [00:21<00:29, 4.14it/s]
>90, c[0.000,100], d[0.003,0.019], g[3.642]
Training on Epoch 46 =>: 43%|███████████████████████▉ | 91/213 [00:21<00:29, 4.15it/s]
>91, c[0.000,100], d[0.001,0.088], g[5.300]
Training on Epoch 46 =>: 43%|████████████████████████▏ | 92/213 [00:22<00:29, 4.16it/s]
>92, c[0.001,100], d[0.002,0.007], g[5.163]
Training on Epoch 46 =>: 44%|████████████████████████▍ | 93/213 [00:22<00:28, 4.15it/s]
>93, c[0.000,100], d[0.044,0.007], g[4.534]
Training on Epoch 46 =>: 44%|████████████████████████▋ | 94/213 [00:22<00:28, 4.17it/s]
>94, c[0.000,100], d[0.000,0.011], g[5.390]
Training on Epoch 46 =>: 45%|████████████████████████▉ | 95/213 [00:22<00:28, 4.17it/s]
>95, c[0.000,100], d[0.100,0.356], g[4.899]
Training on Epoch 46 =>: 45%|█████████████████████████▏ | 96/213 [00:23<00:28, 4.18it/s]
>96, c[0.000,100], d[0.017,0.003], g[6.010]
Training on Epoch 46 =>: 46%|█████████████████████████▌ | 97/213 [00:23<00:27, 4.14it/s]
>97, c[0.000,100], d[0.936,0.688], g[4.447]
Training on Epoch 46 =>: 46%|█████████████████████████▊ | 98/213 [00:23<00:27, 4.16it/s]
>98, c[0.000,100], d[0.002,0.013], g[4.878]
Training on Epoch 46 =>: 46%|██████████████████████████ | 99/213 [00:23<00:27, 4.16it/s]
>99, c[0.000,100], d[0.021,0.015], g[5.816]
Training on Epoch 46 =>: 47%|█████████████████████████▊ | 100/213 [00:24<00:27, 4.16it/s]
>100, c[0.000,100], d[0.010,0.006], g[5.237]
Training on Epoch 46 =>: 47%|██████████████████████████ | 101/213 [00:24<00:26, 4.16it/s]
>101, c[0.000,100], d[0.017,0.009], g[4.929]
Training on Epoch 46 =>: 48%|██████████████████████████▎ | 102/213 [00:24<00:26, 4.15it/s]
>102, c[0.000,100], d[0.186,0.034], g[4.254]
Training on Epoch 46 =>: 48%|██████████████████████████▌ | 103/213 [00:24<00:26, 4.16it/s]
>103, c[0.000,100], d[0.002,0.012], g[4.563]
Training on Epoch 46 =>: 49%|██████████████████████████▊ | 104/213 [00:24<00:26, 4.13it/s]
>104, c[0.000,100], d[0.016,0.013], g[3.417]
Training on Epoch 46 =>: 49%|███████████████████████████ | 105/213 [00:25<00:26, 4.15it/s]
>105, c[0.000,100], d[0.000,0.008], g[4.958]
Training on Epoch 46 =>: 50%|███████████████████████████▎ | 106/213 [00:25<00:25, 4.14it/s]
>106, c[0.000,100], d[0.021,0.017], g[4.185]
Training on Epoch 46 =>: 50%|███████████████████████████▋ | 107/213 [00:25<00:25, 4.15it/s]
>107, c[0.000,100], d[0.005,0.040], g[4.650]
Training on Epoch 46 =>: 51%|███████████████████████████▉ | 108/213 [00:25<00:25, 4.15it/s]
>108, c[0.000,100], d[0.001,0.127], g[4.168]
Training on Epoch 46 =>: 51%|████████████████████████████▏ | 109/213 [00:26<00:25, 4.14it/s]
>109, c[0.000,100], d[0.010,0.034], g[5.353]
Training on Epoch 46 =>: 52%|████████████████████████████▍ | 110/213 [00:26<00:24, 4.15it/s]
>110, c[0.000,100], d[0.006,0.101], g[5.081]
Training on Epoch 46 =>: 52%|████████████████████████████▋ | 111/213 [00:26<00:24, 4.14it/s]
>111, c[0.000,100], d[0.001,0.002], g[6.247]
Training on Epoch 46 =>: 53%|████████████████████████████▉ | 112/213 [00:26<00:24, 4.13it/s]
>112, c[0.000,100], d[0.112,0.007], g[4.039]
Training on Epoch 46 =>: 53%|█████████████████████████████▏ | 113/213 [00:27<00:24, 4.14it/s]
>113, c[0.000,100], d[0.001,0.020], g[4.777]
Training on Epoch 46 =>: 54%|█████████████████████████████▍ | 114/213 [00:27<00:23, 4.16it/s]
>114, c[0.000,100], d[0.001,0.012], g[4.511]
Training on Epoch 46 =>: 54%|█████████████████████████████▋ | 115/213 [00:27<00:23, 4.16it/s]
>115, c[0.000,100], d[0.547,0.128], g[4.742]
Training on Epoch 46 =>: 54%|█████████████████████████████▉ | 116/213 [00:27<00:23, 4.15it/s]
>116, c[0.000,100], d[0.370,0.022], g[2.924]
Training on Epoch 46 =>: 55%|██████████████████████████████▏ | 117/213 [00:28<00:23, 4.17it/s]
>117, c[0.000,100], d[0.016,0.015], g[3.540]
Training on Epoch 46 =>: 55%|██████████████████████████████▍ | 118/213 [00:28<00:22, 4.15it/s]
>118, c[0.000,100], d[0.003,0.048], g[3.357]
Training on Epoch 46 =>: 56%|██████████████████████████████▋ | 119/213 [00:28<00:22, 4.16it/s]
>119, c[0.000,100], d[0.035,0.051], g[3.701]
Training on Epoch 46 =>: 56%|██████████████████████████████▉ | 120/213 [00:28<00:22, 4.17it/s]
>120, c[0.000,100], d[0.198,0.065], g[3.807]
Training on Epoch 46 =>: 57%|███████████████████████████████▏ | 121/213 [00:29<00:22, 4.17it/s]
>121, c[0.000,100], d[0.027,0.017], g[2.674]
Training on Epoch 46 =>: 57%|███████████████████████████████▌ | 122/213 [00:29<00:21, 4.18it/s]
>122, c[0.000,100], d[0.003,0.308], g[3.635]
Training on Epoch 46 =>: 58%|███████████████████████████████▊ | 123/213 [00:29<00:21, 4.16it/s]
>123, c[0.000,100], d[0.636,0.511], g[3.785]
Training on Epoch 46 =>: 58%|████████████████████████████████ | 124/213 [00:29<00:21, 4.16it/s]
>124, c[0.000,100], d[0.011,0.014], g[4.911]
Training on Epoch 46 =>: 59%|████████████████████████████████▎ | 125/213 [00:30<00:21, 4.14it/s]
>125, c[0.000,100], d[0.049,0.008], g[4.362]
Training on Epoch 46 =>: 59%|████████████████████████████████▌ | 126/213 [00:30<00:21, 4.13it/s]
>126, c[0.000,100], d[0.000,0.039], g[4.467]
Training on Epoch 46 =>: 60%|████████████████████████████████▊ | 127/213 [00:30<00:20, 4.15it/s]
>127, c[0.001,100], d[0.412,0.486], g[4.669]
Training on Epoch 46 =>: 60%|█████████████████████████████████ | 128/213 [00:30<00:20, 4.14it/s]
>128, c[0.000,100], d[0.268,0.027], g[4.019]
Training on Epoch 46 =>: 61%|█████████████████████████████████▎ | 129/213 [00:31<00:20, 4.15it/s]
>129, c[0.000,100], d[0.000,0.069], g[4.134]
Training on Epoch 46 =>: 61%|█████████████████████████████████▌ | 130/213 [00:31<00:19, 4.16it/s]
>130, c[0.000,100], d[0.015,0.158], g[4.699]
Training on Epoch 46 =>: 62%|█████████████████████████████████▊ | 131/213 [00:31<00:19, 4.17it/s]
>131, c[0.000,100], d[0.027,0.019], g[4.913]
Training on Epoch 46 =>: 62%|██████████████████████████████████ | 132/213 [00:31<00:19, 4.16it/s]
>132, c[0.000,100], d[0.018,0.007], g[3.933]
Training on Epoch 46 =>: 62%|██████████████████████████████████▎ | 133/213 [00:31<00:19, 4.16it/s]
>133, c[0.000,100], d[0.001,0.018], g[5.165]
Training on Epoch 46 =>: 63%|██████████████████████████████████▌ | 134/213 [00:32<00:19, 4.15it/s]
>134, c[0.000,100], d[0.002,0.019], g[4.974]
Training on Epoch 46 =>: 63%|██████████████████████████████████▊ | 135/213 [00:32<00:18, 4.14it/s]
>135, c[0.000,100], d[0.006,0.014], g[4.775]
Training on Epoch 46 =>: 64%|███████████████████████████████████ | 136/213 [00:32<00:18, 4.15it/s]
>136, c[0.000,100], d[0.017,0.012], g[4.448]
Training on Epoch 46 =>: 64%|███████████████████████████████████▍ | 137/213 [00:32<00:18, 4.17it/s]
>137, c[0.000,100], d[0.078,0.022], g[4.315]
Training on Epoch 46 =>: 65%|███████████████████████████████████▋ | 138/213 [00:33<00:17, 4.17it/s]
>138, c[0.000,100], d[0.002,0.467], g[5.177]
Training on Epoch 46 =>: 65%|███████████████████████████████████▉ | 139/213 [00:33<00:17, 4.15it/s]
>139, c[0.000,100], d[0.001,0.006], g[5.894]
Training on Epoch 46 =>: 66%|████████████████████████████████████▏ | 140/213 [00:33<00:17, 4.17it/s]
>140, c[0.000,100], d[0.184,0.005], g[4.663]
Training on Epoch 46 =>: 66%|████████████████████████████████████▍ | 141/213 [00:33<00:17, 4.16it/s]
>141, c[0.000,100], d[0.011,0.538], g[5.343]
Training on Epoch 46 =>: 67%|████████████████████████████████████▋ | 142/213 [00:34<00:17, 4.16it/s]
>142, c[0.000,100], d[0.027,0.002], g[5.689]
Training on Epoch 46 =>: 67%|████████████████████████████████████▉ | 143/213 [00:34<00:16, 4.17it/s]
>143, c[0.000,100], d[0.005,0.001], g[6.205]
Training on Epoch 46 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:34<00:16, 4.16it/s]
>144, c[0.000,100], d[0.684,0.017], g[4.948]
Training on Epoch 46 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:34<00:16, 4.17it/s]
>145, c[0.000,100], d[0.002,0.027], g[3.499]
Training on Epoch 46 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:35<00:16, 4.15it/s]
>146, c[0.000,100], d[0.001,0.065], g[5.079]
Training on Epoch 46 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:35<00:15, 4.15it/s]
>147, c[0.000,100], d[0.175,0.027], g[4.107]
Training on Epoch 46 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:35<00:15, 4.16it/s]
>148, c[0.000,100], d[0.001,0.113], g[4.306]
Training on Epoch 46 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:35<00:15, 4.15it/s]
>149, c[0.000,100], d[0.001,0.194], g[3.674]
Training on Epoch 46 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:36<00:15, 4.15it/s]
>150, c[0.000,100], d[0.000,0.008], g[6.466]
Training on Epoch 46 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:36<00:14, 4.16it/s]
>151, c[0.000,100], d[0.082,0.017], g[4.535]
Training on Epoch 46 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:36<00:14, 4.16it/s]
>152, c[0.000,100], d[0.005,0.153], g[6.605]
Training on Epoch 46 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:36<00:14, 4.15it/s]
>153, c[0.000,100], d[0.010,0.007], g[5.476]
Training on Epoch 46 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:37<00:14, 4.16it/s]
>154, c[0.000,100], d[0.000,0.015], g[5.919]
Training on Epoch 46 =>: 73%|████████████████████████████████████████ | 155/213 [00:37<00:13, 4.16it/s]
>155, c[0.000,100], d[0.001,0.962], g[5.564]
Training on Epoch 46 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:37<00:13, 4.16it/s]
>156, c[0.000,100], d[0.038,0.282], g[5.207]
Training on Epoch 46 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:37<00:13, 4.15it/s]
>157, c[0.001,100], d[0.127,0.012], g[4.441]
Training on Epoch 46 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:37<00:13, 4.16it/s]
>158, c[0.000,100], d[0.056,0.005], g[4.289]
Training on Epoch 46 =>: 75%|█████████████████████████████████████████ | 159/213 [00:38<00:12, 4.17it/s]
>159, c[0.000,100], d[0.057,0.017], g[5.325]
Training on Epoch 46 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:38<00:12, 4.15it/s]
>160, c[0.000,100], d[0.114,0.104], g[4.477]
Training on Epoch 46 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:38<00:12, 4.08it/s]
>161, c[0.000,100], d[0.023,0.014], g[3.815]
Training on Epoch 46 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:38<00:12, 4.11it/s]
>162, c[0.000,100], d[0.015,0.086], g[5.581]
Training on Epoch 46 =>: 77%|██████████████████████████████████████████ | 163/213 [00:39<00:12, 4.13it/s]
>163, c[0.006,100], d[0.206,0.109], g[5.759]
Training on Epoch 46 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:39<00:11, 4.11it/s]
>164, c[0.000,100], d[0.878,0.002], g[2.301]
Training on Epoch 46 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:39<00:11, 4.12it/s]
>165, c[0.000,100], d[0.003,0.007], g[3.947]
Training on Epoch 46 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:39<00:11, 4.14it/s]
>166, c[0.000,100], d[0.014,0.021], g[3.990]
Training on Epoch 46 =>: 78%|███████████████████████████████████████████ | 167/213 [00:40<00:11, 4.13it/s]
>167, c[0.000,100], d[0.011,0.034], g[2.108]
Training on Epoch 46 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:40<00:10, 4.14it/s]
>168, c[0.000,100], d[0.083,0.681], g[4.745]
Training on Epoch 46 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:40<00:10, 4.15it/s]
>169, c[0.000,100], d[0.022,0.005], g[3.441]
Training on Epoch 46 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:40<00:10, 4.15it/s]
>170, c[0.000,100], d[0.116,0.143], g[4.311]
Training on Epoch 46 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:41<00:10, 4.15it/s]
>171, c[0.000,100], d[0.158,0.040], g[3.893]
Training on Epoch 46 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:41<00:09, 4.16it/s]
>172, c[0.000,100], d[0.000,0.153], g[4.532]
Training on Epoch 46 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:41<00:09, 4.17it/s]
>173, c[0.000,100], d[0.047,0.003], g[5.408]
Training on Epoch 46 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:41<00:09, 4.15it/s]
>174, c[0.014,100], d[0.073,0.082], g[5.361]
Training on Epoch 46 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:42<00:09, 4.16it/s]
>175, c[0.000,100], d[0.137,0.018], g[4.511]
Training on Epoch 46 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:42<00:08, 4.16it/s]
>176, c[0.000,100], d[0.056,0.016], g[4.576]
Training on Epoch 46 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:42<00:08, 4.15it/s]
>177, c[0.000,100], d[0.004,0.011], g[5.461]
Training on Epoch 46 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:42<00:08, 4.16it/s]
>178, c[0.000,100], d[0.001,0.012], g[2.682]
Training on Epoch 46 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:43<00:08, 4.16it/s]
>179, c[0.000,100], d[0.264,0.758], g[5.912]
Training on Epoch 46 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:43<00:07, 4.15it/s]
>180, c[0.000,100], d[0.001,0.142], g[6.077]
Training on Epoch 46 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:43<00:07, 4.15it/s]
>181, c[0.000,100], d[0.916,0.064], g[3.972]
Training on Epoch 46 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:43<00:07, 4.15it/s]
>182, c[0.000,100], d[0.708,0.151], g[2.516]
Training on Epoch 46 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:44<00:07, 4.15it/s]
>183, c[0.000,100], d[0.041,0.042], g[3.386]
Training on Epoch 46 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:44<00:06, 4.15it/s]
>184, c[0.000,100], d[0.336,0.202], g[2.516]
Training on Epoch 46 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:44<00:06, 4.15it/s]
>185, c[0.000,100], d[0.096,0.058], g[3.039]
Training on Epoch 46 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:44<00:06, 4.16it/s]
>186, c[0.000,100], d[0.039,0.070], g[3.905]
Training on Epoch 46 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:44<00:06, 4.16it/s]
>187, c[0.000,100], d[0.001,0.686], g[5.999]
Training on Epoch 46 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:45<00:06, 4.14it/s]
>188, c[0.000,100], d[0.001,0.001], g[6.238]
Training on Epoch 46 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:45<00:05, 4.15it/s]
>189, c[0.007,100], d[0.008,0.001], g[5.787]
Training on Epoch 46 =>: 89%|█████████████████████████████████████████████████ | 190/213 [00:45<00:05, 4.15it/s]
>190, c[0.000,100], d[0.743,0.199], g[4.352]
Training on Epoch 46 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [00:45<00:05, 4.16it/s]
>191, c[0.000,100], d[0.113,0.096], g[3.697]
Training on Epoch 46 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [00:46<00:05, 4.16it/s]
>192, c[0.000,100], d[0.024,0.216], g[5.775]
Training on Epoch 46 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [00:46<00:04, 4.17it/s]
>193, c[0.000,100], d[0.006,0.003], g[5.722]
Training on Epoch 46 =>: 91%|██████████████████████████████████████████████████ | 194/213 [00:46<00:04, 4.17it/s]
>194, c[0.000,100], d[0.272,0.091], g[3.661]
Training on Epoch 46 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [00:46<00:04, 4.13it/s]
>195, c[0.000,100], d[0.023,0.595], g[5.191]
Training on Epoch 46 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [00:47<00:04, 4.15it/s]
>196, c[0.000,100], d[0.006,0.014], g[5.048]
Training on Epoch 46 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [00:47<00:03, 4.15it/s]
>197, c[0.000,100], d[0.080,0.017], g[6.151]
Training on Epoch 46 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [00:47<00:03, 4.16it/s]
>198, c[0.000,100], d[0.055,0.021], g[6.199]
Training on Epoch 46 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [00:47<00:03, 4.16it/s]
>199, c[0.000,100], d[0.108,0.033], g[3.825]
Training on Epoch 46 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [00:48<00:03, 4.17it/s]
>200, c[0.000,100], d[0.211,0.011], g[3.274]
Training on Epoch 46 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [00:48<00:02, 4.17it/s]
>201, c[0.000,100], d[0.001,0.605], g[4.871]
Training on Epoch 46 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [00:48<00:02, 4.16it/s]
>202, c[0.000,100], d[0.012,0.029], g[4.523]
Training on Epoch 46 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [00:48<00:02, 4.17it/s]
>203, c[0.000,100], d[0.090,0.010], g[5.197]
Training on Epoch 46 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [00:49<00:02, 4.15it/s]
>204, c[0.000,100], d[0.603,0.044], g[4.828]
Training on Epoch 46 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [00:49<00:01, 4.14it/s]
>205, c[0.000,100], d[0.335,0.443], g[3.226]
Training on Epoch 46 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [00:49<00:01, 4.15it/s]
>206, c[0.000,100], d[0.147,0.262], g[4.340]
Training on Epoch 46 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [00:49<00:01, 4.16it/s]
>207, c[0.000,100], d[0.161,0.361], g[4.125]
Training on Epoch 46 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [00:50<00:01, 4.16it/s]
>208, c[0.000,100], d[0.199,0.021], g[3.915]
Training on Epoch 46 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [00:50<00:00, 4.13it/s]
>209, c[0.000,100], d[0.150,0.024], g[6.199]
Training on Epoch 46 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [00:50<00:00, 4.15it/s]
>210, c[0.000,100], d[0.002,0.180], g[5.174]
Training on Epoch 46 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [00:50<00:00, 4.15it/s]
>211, c[0.000,100], d[0.003,0.006], g[5.706]
Training on Epoch 46 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [00:51<00:00, 4.14it/s]
>212, c[0.000,100], d[0.101,0.014], g[5.083]
Training on Epoch 46 =>: 100%|███████████████████████████████████████████████████████| 213/213 [00:51<00:00, 4.16it/s]
>213, c[0.000,100], d[0.083,0.011], g[3.873]
EPOCHS =>: 92%|██████████████████████████████████████████████████████████████▌ | 46/50 [2:24:45<40:24, 606.23s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 47 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 47 =>: 0%|▎ | 1/213 [00:00<00:50, 4.22it/s]
>1, c[0.000,100], d[0.085,0.020], g[3.983]
Training on Epoch 47 =>: 1%|▌ | 2/213 [00:00<00:50, 4.20it/s]
>2, c[0.000,100], d[0.006,0.013], g[3.859]
Training on Epoch 47 =>: 1%|▊ | 3/213 [00:00<00:50, 4.19it/s]
>3, c[0.000,100], d[0.000,0.007], g[5.364]
Training on Epoch 47 =>: 2%|█ | 4/213 [00:00<00:50, 4.17it/s]
>4, c[0.000,100], d[0.020,0.139], g[5.287]
Training on Epoch 47 =>: 2%|█▎ | 5/213 [00:01<00:49, 4.16it/s]
>5, c[0.000,100], d[0.001,0.022], g[4.223]
Training on Epoch 47 =>: 3%|█▌ | 6/213 [00:01<00:50, 4.10it/s]
>6, c[0.000,100], d[0.001,0.004], g[5.015]
Training on Epoch 47 =>: 3%|█▊ | 7/213 [00:01<00:49, 4.14it/s]
>7, c[0.000,100], d[0.002,0.072], g[4.671]
Training on Epoch 47 =>: 4%|██▏ | 8/213 [00:01<00:49, 4.15it/s]
>8, c[0.000,100], d[0.006,0.022], g[5.412]
Training on Epoch 47 =>: 4%|██▍ | 9/213 [00:02<00:49, 4.16it/s]
>9, c[0.000,100], d[0.371,0.009], g[4.498]
Training on Epoch 47 =>: 5%|██▋ | 10/213 [00:02<00:48, 4.16it/s]
>10, c[0.000,100], d[0.022,0.011], g[5.015]
Training on Epoch 47 =>: 5%|██▉ | 11/213 [00:02<00:48, 4.17it/s]
>11, c[0.000,100], d[0.126,0.029], g[3.412]
Training on Epoch 47 =>: 6%|███▏ | 12/213 [00:02<00:48, 4.17it/s]
>12, c[0.000,100], d[0.004,0.107], g[3.900]
Training on Epoch 47 =>: 6%|███▍ | 13/213 [00:03<00:48, 4.15it/s]
>13, c[0.000,100], d[0.110,0.011], g[3.763]
Training on Epoch 47 =>: 7%|███▋ | 14/213 [00:03<00:47, 4.16it/s]
>14, c[0.000,100], d[0.439,0.032], g[3.969]
Training on Epoch 47 =>: 7%|███▉ | 15/213 [00:03<00:47, 4.17it/s]
>15, c[0.000,100], d[0.001,0.038], g[4.192]
Training on Epoch 47 =>: 8%|████▏ | 16/213 [00:03<00:47, 4.17it/s]
>16, c[0.000,100], d[0.001,0.045], g[3.661]
Training on Epoch 47 =>: 8%|████▍ | 17/213 [00:04<00:46, 4.18it/s]
>17, c[0.000,100], d[0.030,0.066], g[3.850]
Training on Epoch 47 =>: 8%|████▋ | 18/213 [00:04<00:46, 4.18it/s]
>18, c[0.000,100], d[0.003,0.107], g[4.194]
Training on Epoch 47 =>: 9%|████▉ | 19/213 [00:04<00:46, 4.17it/s]
>19, c[0.000,100], d[0.000,0.282], g[4.036]
Training on Epoch 47 =>: 9%|█████▎ | 20/213 [00:04<00:46, 4.15it/s]
>20, c[0.000,100], d[0.003,0.011], g[4.926]
Training on Epoch 47 =>: 10%|█████▌ | 21/213 [00:05<00:46, 4.14it/s]
>21, c[0.000,100], d[0.003,0.005], g[5.609]
Training on Epoch 47 =>: 10%|█████▊ | 22/213 [00:05<00:46, 4.15it/s]
>22, c[0.000,100], d[0.027,0.004], g[5.487]
Training on Epoch 47 =>: 11%|██████ | 23/213 [00:05<00:45, 4.16it/s]
>23, c[0.000,100], d[0.007,0.023], g[4.496]
Training on Epoch 47 =>: 11%|██████▎ | 24/213 [00:05<00:45, 4.17it/s]
>24, c[0.000,100], d[0.000,0.664], g[7.089]
Training on Epoch 47 =>: 12%|██████▌ | 25/213 [00:06<00:45, 4.17it/s]
>25, c[0.000,100], d[0.269,0.051], g[5.103]
Training on Epoch 47 =>: 12%|██████▊ | 26/213 [00:06<00:44, 4.18it/s]
>26, c[0.000,100], d[0.181,0.005], g[5.190]
Training on Epoch 47 =>: 13%|███████ | 27/213 [00:06<00:44, 4.17it/s]
>27, c[0.000,100], d[0.017,0.008], g[5.053]
Training on Epoch 47 =>: 13%|███████▎ | 28/213 [00:06<00:44, 4.17it/s]
>28, c[0.000,100], d[0.015,0.012], g[4.396]
Training on Epoch 47 =>: 14%|███████▌ | 29/213 [00:06<00:44, 4.17it/s]
>29, c[0.000,100], d[0.011,0.010], g[3.998]
Training on Epoch 47 =>: 14%|███████▉ | 30/213 [00:07<00:43, 4.17it/s]
>30, c[0.000,100], d[0.042,0.011], g[4.375]
Training on Epoch 47 =>: 15%|████████▏ | 31/213 [00:07<00:43, 4.17it/s]
>31, c[0.000,100], d[0.010,0.016], g[5.706]
Training on Epoch 47 =>: 15%|████████▍ | 32/213 [00:07<00:43, 4.18it/s]
>32, c[0.000,100], d[0.015,0.011], g[3.516]
Training on Epoch 47 =>: 15%|████████▋ | 33/213 [00:07<00:43, 4.18it/s]
>33, c[0.000,100], d[0.015,0.012], g[3.387]
Training on Epoch 47 =>: 16%|████████▉ | 34/213 [00:08<00:43, 4.09it/s]
>34, c[0.000,100], d[0.011,0.013], g[4.738]
Training on Epoch 47 =>: 16%|█████████▏ | 35/213 [00:08<00:43, 4.12it/s]
>35, c[0.000,100], d[0.022,0.013], g[3.501]
Training on Epoch 47 =>: 17%|█████████▍ | 36/213 [00:08<00:42, 4.13it/s]
>36, c[0.000,100], d[0.002,0.015], g[3.507]
Training on Epoch 47 =>: 17%|█████████▋ | 37/213 [00:08<00:42, 4.14it/s]
>37, c[0.000,100], d[0.005,0.032], g[4.563]
Training on Epoch 47 =>: 18%|█████████▉ | 38/213 [00:09<00:42, 4.13it/s]
>38, c[0.000,100], d[0.023,0.021], g[4.913]
Training on Epoch 47 =>: 18%|██████████▎ | 39/213 [00:09<00:41, 4.15it/s]
>39, c[0.000,100], d[0.000,0.029], g[5.159]
Training on Epoch 47 =>: 19%|██████████▌ | 40/213 [00:09<00:41, 4.16it/s]
>40, c[0.000,100], d[0.036,0.048], g[4.475]
Training on Epoch 47 =>: 19%|██████████▊ | 41/213 [00:09<00:41, 4.15it/s]
>41, c[0.000,100], d[0.003,0.049], g[5.332]
Training on Epoch 47 =>: 20%|███████████ | 42/213 [00:10<00:41, 4.16it/s]
>42, c[0.000,100], d[0.001,0.004], g[4.984]
Training on Epoch 47 =>: 20%|███████████▎ | 43/213 [00:10<00:40, 4.16it/s]
>43, c[0.000,100], d[0.045,0.008], g[5.002]
Training on Epoch 47 =>: 21%|███████████▌ | 44/213 [00:10<00:40, 4.17it/s]
>44, c[0.000,100], d[0.005,0.320], g[4.630]
Training on Epoch 47 =>: 21%|███████████▊ | 45/213 [00:10<00:40, 4.17it/s]
>45, c[0.000,100], d[0.041,0.005], g[6.488]
Training on Epoch 47 =>: 22%|████████████ | 46/213 [00:11<00:40, 4.17it/s]
>46, c[0.000,100], d[0.094,0.039], g[5.638]
Training on Epoch 47 =>: 22%|████████████▎ | 47/213 [00:11<00:39, 4.17it/s]
>47, c[0.000,100], d[0.015,0.007], g[5.434]
Training on Epoch 47 =>: 23%|████████████▌ | 48/213 [00:11<00:39, 4.15it/s]
>48, c[0.000,100], d[0.000,0.003], g[4.517]
Training on Epoch 47 =>: 23%|████████████▉ | 49/213 [00:11<00:39, 4.15it/s]
>49, c[0.000,100], d[0.797,0.053], g[4.735]
Training on Epoch 47 =>: 23%|█████████████▏ | 50/213 [00:12<00:39, 4.15it/s]
>50, c[0.000,100], d[0.005,0.012], g[4.066]
Training on Epoch 47 =>: 24%|█████████████▍ | 51/213 [00:12<00:38, 4.16it/s]
>51, c[0.000,100], d[0.005,0.092], g[4.464]
Training on Epoch 47 =>: 24%|█████████████▋ | 52/213 [00:12<00:38, 4.17it/s]
>52, c[0.000,100], d[0.013,0.216], g[5.148]
Training on Epoch 47 =>: 25%|█████████████▉ | 53/213 [00:12<00:38, 4.17it/s]
>53, c[0.000,100], d[0.001,0.010], g[5.709]
Training on Epoch 47 =>: 25%|██████████████▏ | 54/213 [00:12<00:38, 4.16it/s]
>54, c[0.000,100], d[0.387,0.005], g[4.683]
Training on Epoch 47 =>: 26%|██████████████▍ | 55/213 [00:13<00:38, 4.14it/s]
>55, c[0.000,100], d[0.018,0.030], g[4.526]
Training on Epoch 47 =>: 26%|██████████████▋ | 56/213 [00:13<00:37, 4.15it/s]
>56, c[0.000,100], d[0.003,0.021], g[3.967]
Training on Epoch 47 =>: 27%|██████████████▉ | 57/213 [00:13<00:37, 4.15it/s]
>57, c[0.000,100], d[0.007,0.017], g[4.633]
Training on Epoch 47 =>: 27%|███████████████▏ | 58/213 [00:13<00:37, 4.16it/s]
>58, c[0.000,100], d[0.009,0.243], g[4.824]
Training on Epoch 47 =>: 28%|███████████████▌ | 59/213 [00:14<00:36, 4.16it/s]
>59, c[0.000,100], d[0.005,0.011], g[4.601]
Training on Epoch 47 =>: 28%|███████████████▊ | 60/213 [00:14<00:36, 4.17it/s]
>60, c[0.000,100], d[0.004,0.224], g[5.530]
Training on Epoch 47 =>: 29%|████████████████ | 61/213 [00:14<00:36, 4.18it/s]
>61, c[0.000,100], d[0.032,0.009], g[5.559]
Training on Epoch 47 =>: 29%|████████████████▎ | 62/213 [00:14<00:36, 4.17it/s]
>62, c[0.000,100], d[0.019,0.003], g[5.161]
Training on Epoch 47 =>: 30%|████████████████▌ | 63/213 [00:15<00:36, 4.16it/s]
>63, c[0.000,100], d[0.709,0.012], g[4.191]
Training on Epoch 47 =>: 30%|████████████████▊ | 64/213 [00:15<00:35, 4.16it/s]
>64, c[0.000,100], d[0.011,0.008], g[5.915]
Training on Epoch 47 =>: 31%|█████████████████ | 65/213 [00:15<00:35, 4.17it/s]
>65, c[0.000,100], d[0.149,0.211], g[2.510]
Training on Epoch 47 =>: 31%|█████████████████▎ | 66/213 [00:15<00:35, 4.16it/s]
>66, c[0.000,100], d[0.005,0.048], g[6.044]
Training on Epoch 47 =>: 31%|█████████████████▌ | 67/213 [00:16<00:35, 4.17it/s]
>67, c[0.000,100], d[0.092,0.019], g[5.619]
Training on Epoch 47 =>: 32%|█████████████████▉ | 68/213 [00:16<00:34, 4.15it/s]
>68, c[0.000,100], d[0.702,0.051], g[3.317]
Training on Epoch 47 =>: 32%|██████████████████▏ | 69/213 [00:16<00:34, 4.14it/s]
>69, c[0.000,100], d[0.001,0.038], g[3.337]
Training on Epoch 47 =>: 33%|██████████████████▍ | 70/213 [00:16<00:34, 4.14it/s]
>70, c[0.000,100], d[0.014,0.130], g[3.808]
Training on Epoch 47 =>: 33%|██████████████████▋ | 71/213 [00:17<00:34, 4.14it/s]
>71, c[0.000,100], d[0.001,0.438], g[5.533]
Training on Epoch 47 =>: 34%|██████████████████▉ | 72/213 [00:17<00:34, 4.14it/s]
>72, c[0.000,100], d[0.890,0.016], g[4.381]
Training on Epoch 47 =>: 34%|███████████████████▏ | 73/213 [00:17<00:33, 4.14it/s]
>73, c[0.000,100], d[0.171,0.057], g[3.475]
Training on Epoch 47 =>: 35%|███████████████████▍ | 74/213 [00:17<00:33, 4.14it/s]
>74, c[0.000,100], d[0.001,0.141], g[2.033]
Training on Epoch 47 =>: 35%|███████████████████▋ | 75/213 [00:18<00:33, 4.16it/s]
>75, c[0.000,100], d[0.035,0.113], g[3.607]
Training on Epoch 47 =>: 36%|███████████████████▉ | 76/213 [00:18<00:33, 4.15it/s]
>76, c[0.000,100], d[0.002,0.119], g[4.133]
Training on Epoch 47 =>: 36%|████████████████████▏ | 77/213 [00:18<00:32, 4.16it/s]
>77, c[0.000,100], d[0.005,0.202], g[3.557]
Training on Epoch 47 =>: 37%|████████████████████▌ | 78/213 [00:18<00:32, 4.15it/s]
>78, c[0.000,100], d[0.001,0.076], g[6.525]
Training on Epoch 47 =>: 37%|████████████████████▊ | 79/213 [00:18<00:32, 4.15it/s]
>79, c[0.000,100], d[0.054,0.086], g[4.584]
Training on Epoch 47 =>: 38%|█████████████████████ | 80/213 [00:19<00:31, 4.17it/s]
>80, c[0.000,100], d[0.002,0.006], g[5.662]
Training on Epoch 47 =>: 38%|█████████████████████▎ | 81/213 [00:19<00:31, 4.17it/s]
>81, c[0.000,100], d[0.009,0.005], g[4.474]
Training on Epoch 47 =>: 38%|█████████████████████▌ | 82/213 [00:19<00:31, 4.17it/s]
>82, c[0.000,100], d[0.239,0.030], g[4.310]
Training on Epoch 47 =>: 39%|█████████████████████▊ | 83/213 [00:19<00:31, 4.15it/s]
>83, c[0.000,100], d[0.001,0.010], g[4.737]
Training on Epoch 47 =>: 39%|██████████████████████ | 84/213 [00:20<00:30, 4.16it/s]
>84, c[0.000,100], d[0.004,0.009], g[3.939]
Training on Epoch 47 =>: 40%|██████████████████████▎ | 85/213 [00:20<00:30, 4.17it/s]
>85, c[0.000,100], d[0.046,0.010], g[4.696]
Training on Epoch 47 =>: 40%|██████████████████████▌ | 86/213 [00:20<00:30, 4.17it/s]
>86, c[0.000,100], d[0.035,0.272], g[5.985]
Training on Epoch 47 =>: 41%|██████████████████████▊ | 87/213 [00:20<00:30, 4.18it/s]
>87, c[0.000,100], d[0.018,0.015], g[5.877]
Training on Epoch 47 =>: 41%|███████████████████████▏ | 88/213 [00:21<00:29, 4.18it/s]
>88, c[0.000,100], d[0.095,0.099], g[5.531]
Training on Epoch 47 =>: 42%|███████████████████████▍ | 89/213 [00:21<00:29, 4.17it/s]
>89, c[0.000,100], d[0.000,0.004], g[5.373]
Training on Epoch 47 =>: 42%|███████████████████████▋ | 90/213 [00:21<00:29, 4.14it/s]
>90, c[0.000,100], d[0.178,0.037], g[4.827]
Training on Epoch 47 =>: 43%|███████████████████████▉ | 91/213 [00:21<00:29, 4.15it/s]
>91, c[0.000,100], d[0.039,0.003], g[3.648]
Training on Epoch 47 =>: 43%|████████████████████████▏ | 92/213 [00:22<00:29, 4.15it/s]
>92, c[0.000,100], d[0.029,0.010], g[4.938]
Training on Epoch 47 =>: 44%|████████████████████████▍ | 93/213 [00:22<00:28, 4.14it/s]
>93, c[0.000,100], d[0.004,0.011], g[4.436]
Training on Epoch 47 =>: 44%|████████████████████████▋ | 94/213 [00:22<00:28, 4.15it/s]
>94, c[0.000,100], d[0.001,0.003], g[5.370]
Training on Epoch 47 =>: 45%|████████████████████████▉ | 95/213 [00:22<00:28, 4.16it/s]
>95, c[0.000,100], d[0.006,0.011], g[4.370]
Training on Epoch 47 =>: 45%|█████████████████████████▏ | 96/213 [00:23<00:28, 4.15it/s]
>96, c[0.000,100], d[0.327,0.029], g[3.512]
Training on Epoch 47 =>: 46%|█████████████████████████▌ | 97/213 [00:23<00:28, 4.14it/s]
>97, c[0.000,100], d[0.001,0.057], g[5.132]
Training on Epoch 47 =>: 46%|█████████████████████████▊ | 98/213 [00:23<00:27, 4.15it/s]
>98, c[0.000,100], d[0.041,0.008], g[3.767]
Training on Epoch 47 =>: 46%|██████████████████████████ | 99/213 [00:23<00:27, 4.15it/s]
>99, c[0.000,100], d[0.000,0.354], g[3.032]
Training on Epoch 47 =>: 47%|█████████████████████████▊ | 100/213 [00:24<00:27, 4.17it/s]
>100, c[0.000,100], d[0.290,0.738], g[3.924]
Training on Epoch 47 =>: 47%|██████████████████████████ | 101/213 [00:24<00:26, 4.17it/s]
>101, c[0.000,100], d[0.077,0.053], g[5.885]
Training on Epoch 47 =>: 48%|██████████████████████████▎ | 102/213 [00:24<00:27, 4.03it/s]
>102, c[0.000,100], d[0.033,0.030], g[4.007]
Training on Epoch 47 =>: 48%|██████████████████████████▌ | 103/213 [00:24<00:27, 4.05it/s]
>103, c[0.000,100], d[0.008,0.028], g[3.479]
Training on Epoch 47 =>: 49%|██████████████████████████▊ | 104/213 [00:25<00:26, 4.06it/s]
>104, c[0.000,100], d[0.028,0.034], g[5.545]
Training on Epoch 47 =>: 49%|███████████████████████████ | 105/213 [00:25<00:26, 4.08it/s]
>105, c[0.000,100], d[0.236,0.006], g[4.469]
Training on Epoch 47 =>: 50%|███████████████████████████▎ | 106/213 [00:25<00:26, 4.10it/s]
>106, c[0.000,100], d[0.000,0.157], g[5.460]
Training on Epoch 47 =>: 50%|███████████████████████████▋ | 107/213 [00:25<00:25, 4.12it/s]
>107, c[0.000,100], d[0.005,0.014], g[5.113]
Training on Epoch 47 =>: 51%|███████████████████████████▉ | 108/213 [00:26<00:25, 4.14it/s]
>108, c[0.000,100], d[0.173,0.011], g[4.454]
Training on Epoch 47 =>: 51%|████████████████████████████▏ | 109/213 [00:26<00:25, 4.14it/s]
>109, c[0.000,100], d[0.003,0.092], g[5.080]
Training on Epoch 47 =>: 52%|████████████████████████████▍ | 110/213 [00:26<00:24, 4.15it/s]
>110, c[0.000,100], d[0.064,0.014], g[4.667]
Training on Epoch 47 =>: 52%|████████████████████████████▋ | 111/213 [00:26<00:24, 4.13it/s]
>111, c[0.000,100], d[0.019,0.011], g[5.069]
Training on Epoch 47 =>: 53%|████████████████████████████▉ | 112/213 [00:26<00:24, 4.13it/s]
>112, c[0.000,100], d[0.006,0.473], g[6.446]
Training on Epoch 47 =>: 53%|█████████████████████████████▏ | 113/213 [00:27<00:24, 4.13it/s]
>113, c[0.000,100], d[0.000,0.038], g[5.762]
Training on Epoch 47 =>: 54%|█████████████████████████████▍ | 114/213 [00:27<00:23, 4.15it/s]
>114, c[0.000,100], d[0.003,0.002], g[5.909]
Training on Epoch 47 =>: 54%|█████████████████████████████▋ | 115/213 [00:27<00:23, 4.14it/s]
>115, c[0.000,100], d[0.101,0.008], g[5.190]
Training on Epoch 47 =>: 54%|█████████████████████████████▉ | 116/213 [00:27<00:23, 4.14it/s]
>116, c[0.000,100], d[0.006,0.002], g[4.448]
Training on Epoch 47 =>: 55%|██████████████████████████████▏ | 117/213 [00:28<00:23, 4.07it/s]
>117, c[0.000,100], d[0.001,0.005], g[4.526]
Training on Epoch 47 =>: 55%|██████████████████████████████▍ | 118/213 [00:28<00:23, 4.07it/s]
>118, c[0.001,100], d[0.389,0.008], g[4.596]
Training on Epoch 47 =>: 56%|██████████████████████████████▋ | 119/213 [00:28<00:22, 4.10it/s]
>119, c[0.000,100], d[0.006,0.053], g[6.053]
Training on Epoch 47 =>: 56%|██████████████████████████████▉ | 120/213 [00:28<00:22, 4.11it/s]
>120, c[0.000,100], d[0.042,0.027], g[5.373]
Training on Epoch 47 =>: 57%|███████████████████████████████▏ | 121/213 [00:29<00:22, 4.12it/s]
>121, c[0.000,100], d[0.008,0.029], g[5.888]
Training on Epoch 47 =>: 57%|███████████████████████████████▌ | 122/213 [00:29<00:22, 4.13it/s]
>122, c[0.000,100], d[0.061,0.303], g[5.390]
Training on Epoch 47 =>: 58%|███████████████████████████████▊ | 123/213 [00:29<00:21, 4.15it/s]
>123, c[0.000,100], d[0.036,0.012], g[4.622]
Training on Epoch 47 =>: 58%|████████████████████████████████ | 124/213 [00:29<00:21, 4.16it/s]
>124, c[0.000,100], d[0.071,0.086], g[7.498]
Training on Epoch 47 =>: 59%|████████████████████████████████▎ | 125/213 [00:30<00:21, 4.15it/s]
>125, c[0.000,100], d[0.857,0.226], g[5.395]
Training on Epoch 47 =>: 59%|████████████████████████████████▌ | 126/213 [00:30<00:20, 4.15it/s]
>126, c[0.000,100], d[0.004,1.168], g[5.874]
Training on Epoch 47 =>: 60%|████████████████████████████████▊ | 127/213 [00:30<00:20, 4.13it/s]
>127, c[0.000,100], d[0.060,0.002], g[5.372]
Training on Epoch 47 =>: 60%|█████████████████████████████████ | 128/213 [00:30<00:20, 4.14it/s]
>128, c[0.000,100], d[0.028,0.002], g[6.654]
Training on Epoch 47 =>: 61%|█████████████████████████████████▎ | 129/213 [00:31<00:20, 4.14it/s]
>129, c[0.000,100], d[0.036,0.005], g[5.829]
Training on Epoch 47 =>: 61%|█████████████████████████████████▌ | 130/213 [00:31<00:19, 4.16it/s]
>130, c[0.000,100], d[0.495,0.036], g[4.169]
Training on Epoch 47 =>: 62%|█████████████████████████████████▊ | 131/213 [00:31<00:19, 4.16it/s]
>131, c[0.000,100], d[0.001,0.018], g[2.048]
Training on Epoch 47 =>: 62%|██████████████████████████████████ | 132/213 [00:31<00:19, 4.15it/s]
>132, c[0.000,100], d[0.018,0.034], g[2.718]
Training on Epoch 47 =>: 62%|██████████████████████████████████▎ | 133/213 [00:32<00:19, 4.16it/s]
>133, c[0.000,100], d[0.000,0.141], g[4.960]
Training on Epoch 47 =>: 63%|██████████████████████████████████▌ | 134/213 [00:32<00:19, 4.16it/s]
>134, c[0.000,100], d[0.000,0.002], g[6.185]
Training on Epoch 47 =>: 63%|██████████████████████████████████▊ | 135/213 [00:32<00:18, 4.16it/s]
>135, c[0.000,100], d[0.011,0.224], g[4.395]
Training on Epoch 47 =>: 64%|███████████████████████████████████ | 136/213 [00:32<00:18, 4.16it/s]
>136, c[0.000,100], d[0.067,0.037], g[5.055]
Training on Epoch 47 =>: 64%|███████████████████████████████████▍ | 137/213 [00:33<00:18, 4.16it/s]
>137, c[0.000,100], d[0.258,0.244], g[5.422]
Training on Epoch 47 =>: 65%|███████████████████████████████████▋ | 138/213 [00:33<00:18, 4.16it/s]
>138, c[0.000,100], d[0.001,0.017], g[4.582]
Training on Epoch 47 =>: 65%|███████████████████████████████████▉ | 139/213 [00:33<00:17, 4.15it/s]
>139, c[0.000,100], d[0.004,0.051], g[6.068]
Training on Epoch 47 =>: 66%|████████████████████████████████████▏ | 140/213 [00:33<00:17, 4.15it/s]
>140, c[0.000,100], d[0.057,0.024], g[6.459]
Training on Epoch 47 =>: 66%|████████████████████████████████████▍ | 141/213 [00:33<00:17, 4.15it/s]
>141, c[0.000,100], d[0.065,0.023], g[5.657]
Training on Epoch 47 =>: 67%|████████████████████████████████████▋ | 142/213 [00:34<00:17, 4.15it/s]
>142, c[0.000,100], d[0.004,0.309], g[6.320]
Training on Epoch 47 =>: 67%|████████████████████████████████████▉ | 143/213 [00:34<00:16, 4.15it/s]
>143, c[0.000,100], d[0.075,0.038], g[6.288]
Training on Epoch 47 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:34<00:16, 4.15it/s]
>144, c[0.000,100], d[0.063,0.049], g[4.957]
Training on Epoch 47 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:34<00:16, 4.15it/s]
>145, c[0.000,100], d[0.044,0.004], g[3.200]
Training on Epoch 47 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:35<00:16, 4.13it/s]
>146, c[0.000,100], d[0.005,0.036], g[6.333]
Training on Epoch 47 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:35<00:16, 4.12it/s]
>147, c[0.000,100], d[0.299,0.712], g[6.368]
Training on Epoch 47 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:35<00:15, 4.11it/s]
>148, c[0.000,100], d[0.263,0.012], g[8.297]
Training on Epoch 47 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:35<00:15, 4.11it/s]
>149, c[0.000,100], d[0.636,0.003], g[4.438]
Training on Epoch 47 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:36<00:15, 4.12it/s]
>150, c[0.000,100], d[0.223,0.212], g[5.319]
Training on Epoch 47 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:36<00:15, 4.13it/s]
>151, c[0.000,100], d[0.062,0.011], g[6.378]
Training on Epoch 47 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:36<00:14, 4.14it/s]
>152, c[0.000,100], d[0.002,0.211], g[5.742]
Training on Epoch 47 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:36<00:14, 4.11it/s]
>153, c[0.000,100], d[0.032,0.002], g[5.675]
Training on Epoch 47 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:37<00:14, 4.11it/s]
>154, c[0.000,100], d[0.131,0.013], g[5.746]
Training on Epoch 47 =>: 73%|████████████████████████████████████████ | 155/213 [00:37<00:14, 4.13it/s]
>155, c[0.000,100], d[0.002,0.006], g[3.736]
Training on Epoch 47 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:37<00:13, 4.14it/s]
>156, c[0.000,100], d[0.001,0.352], g[5.576]
Training on Epoch 47 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:37<00:13, 4.15it/s]
>157, c[0.000,100], d[0.167,0.002], g[5.108]
Training on Epoch 47 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:38<00:13, 4.16it/s]
>158, c[0.000,100], d[0.025,0.006], g[3.967]
Training on Epoch 47 =>: 75%|█████████████████████████████████████████ | 159/213 [00:38<00:12, 4.16it/s]
>159, c[0.000,100], d[0.003,0.031], g[6.235]
Training on Epoch 47 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:38<00:12, 4.15it/s]
>160, c[0.000,100], d[0.027,0.044], g[6.175]
Training on Epoch 47 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:38<00:12, 4.16it/s]
>161, c[0.000,100], d[0.029,0.006], g[5.594]
Training on Epoch 47 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:39<00:12, 4.16it/s]
>162, c[0.000,100], d[0.164,0.006], g[4.474]
Training on Epoch 47 =>: 77%|██████████████████████████████████████████ | 163/213 [00:39<00:12, 4.16it/s]
>163, c[0.000,100], d[0.009,0.008], g[3.435]
Training on Epoch 47 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:39<00:11, 4.14it/s]
>164, c[0.000,100], d[0.000,0.036], g[3.677]
Training on Epoch 47 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:39<00:11, 4.14it/s]
>165, c[0.000,100], d[0.000,0.004], g[4.856]
Training on Epoch 47 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:40<00:11, 4.14it/s]
>166, c[0.000,100], d[0.384,0.467], g[4.778]
Training on Epoch 47 =>: 78%|███████████████████████████████████████████ | 167/213 [00:40<00:11, 4.14it/s]
>167, c[0.000,100], d[0.005,0.015], g[3.429]
Training on Epoch 47 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:40<00:10, 4.15it/s]
>168, c[0.000,100], d[0.001,1.049], g[5.572]
Training on Epoch 47 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:40<00:10, 4.15it/s]
>169, c[0.000,100], d[0.012,0.007], g[5.800]
Training on Epoch 47 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:40<00:10, 4.16it/s]
>170, c[0.000,100], d[1.248,0.013], g[3.788]
Training on Epoch 47 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:41<00:10, 4.16it/s]
>171, c[0.000,100], d[0.215,0.052], g[2.501]
Training on Epoch 47 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:41<00:09, 4.17it/s]
>172, c[0.000,100], d[0.001,0.024], g[4.280]
Training on Epoch 47 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:41<00:09, 4.17it/s]
>173, c[0.000,100], d[0.001,0.358], g[3.720]
Training on Epoch 47 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:41<00:09, 4.15it/s]
>174, c[0.000,100], d[0.195,0.394], g[5.229]
Training on Epoch 47 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:42<00:09, 4.14it/s]
>175, c[0.000,100], d[0.048,0.087], g[5.119]
Training on Epoch 47 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:42<00:08, 4.14it/s]
>176, c[0.000,100], d[0.001,0.008], g[5.260]
Training on Epoch 47 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:42<00:08, 4.14it/s]
>177, c[0.000,100], d[0.075,0.041], g[5.695]
Training on Epoch 47 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:42<00:08, 4.15it/s]
>178, c[0.000,100], d[0.101,0.028], g[4.240]
Training on Epoch 47 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:43<00:08, 4.16it/s]
>179, c[0.000,100], d[0.009,0.051], g[4.908]
Training on Epoch 47 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:43<00:07, 4.16it/s]
>180, c[0.000,100], d[0.414,1.123], g[3.883]
Training on Epoch 47 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:43<00:07, 4.14it/s]
>181, c[0.000,100], d[0.000,0.427], g[5.243]
Training on Epoch 47 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:43<00:07, 4.14it/s]
>182, c[0.000,100], d[0.270,0.829], g[4.915]
Training on Epoch 47 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:44<00:07, 4.14it/s]
>183, c[0.000,100], d[0.493,0.081], g[6.428]
Training on Epoch 47 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:44<00:07, 4.13it/s]
>184, c[0.000,100], d[0.097,0.011], g[5.133]
Training on Epoch 47 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:44<00:06, 4.14it/s]
>185, c[0.000,100], d[0.007,0.024], g[5.005]
Training on Epoch 47 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:44<00:06, 4.16it/s]
>186, c[0.000,100], d[0.042,0.022], g[4.466]
Training on Epoch 47 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:45<00:06, 4.16it/s]
>187, c[0.000,100], d[0.014,0.013], g[4.788]
Training on Epoch 47 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:45<00:06, 4.15it/s]
>188, c[0.000,100], d[0.028,0.014], g[5.647]
Training on Epoch 47 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:45<00:05, 4.16it/s]
>189, c[0.000,100], d[0.003,0.099], g[4.901]
Training on Epoch 47 =>: 89%|█████████████████████████████████████████████████ | 190/213 [00:45<00:05, 4.16it/s]
>190, c[0.000,100], d[0.422,0.010], g[3.821]
Training on Epoch 47 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [00:46<00:05, 4.16it/s]
>191, c[0.000,100], d[0.007,0.031], g[5.292]
Training on Epoch 47 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [00:46<00:05, 4.17it/s]
>192, c[0.000,100], d[0.061,0.005], g[4.504]
Training on Epoch 47 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [00:46<00:04, 4.16it/s]
>193, c[0.000,100], d[0.001,0.007], g[4.481]
Training on Epoch 47 =>: 91%|██████████████████████████████████████████████████ | 194/213 [00:46<00:04, 4.16it/s]
>194, c[0.000,100], d[0.083,0.009], g[4.305]
Training on Epoch 47 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [00:46<00:04, 4.14it/s]
>195, c[0.001,100], d[0.001,0.009], g[4.417]
Training on Epoch 47 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [00:47<00:04, 4.15it/s]
>196, c[0.001,100], d[0.004,0.099], g[3.848]
Training on Epoch 47 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [00:47<00:03, 4.06it/s]
>197, c[0.000,100], d[0.008,0.014], g[4.696]
Training on Epoch 47 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [00:47<00:03, 4.09it/s]
>198, c[0.000,100], d[0.001,0.014], g[5.199]
Training on Epoch 47 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [00:47<00:03, 4.12it/s]
>199, c[0.000,100], d[0.001,0.018], g[4.449]
Training on Epoch 47 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [00:48<00:03, 4.14it/s]
>200, c[0.000,100], d[0.083,0.009], g[3.933]
Training on Epoch 47 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [00:48<00:02, 4.16it/s]
>201, c[0.000,100], d[0.006,0.027], g[3.840]
Training on Epoch 47 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [00:48<00:02, 4.14it/s]
>202, c[0.000,100], d[0.006,0.161], g[4.315]
Training on Epoch 47 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [00:48<00:02, 4.15it/s]
>203, c[0.000,100], d[0.004,0.002], g[5.422]
Training on Epoch 47 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [00:49<00:02, 4.14it/s]
>204, c[0.000,100], d[0.007,0.647], g[7.364]
Training on Epoch 47 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [00:49<00:01, 4.14it/s]
>205, c[0.000,100], d[1.014,0.026], g[5.911]
Training on Epoch 47 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [00:49<00:01, 4.14it/s]
>206, c[0.000,100], d[0.004,0.071], g[4.309]
Training on Epoch 47 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [00:49<00:01, 4.15it/s]
>207, c[0.000,100], d[0.511,0.015], g[4.318]
Training on Epoch 47 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [00:50<00:01, 4.15it/s]
>208, c[0.000,100], d[0.076,0.036], g[2.958]
Training on Epoch 47 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [00:50<00:00, 4.11it/s]
>209, c[0.000,100], d[0.000,0.703], g[3.921]
Training on Epoch 47 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [00:50<00:00, 4.13it/s]
>210, c[0.000,100], d[0.006,0.015], g[4.729]
Training on Epoch 47 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [00:50<00:00, 4.14it/s]
>211, c[0.000,100], d[0.102,0.017], g[4.656]
Training on Epoch 47 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [00:51<00:00, 4.13it/s]
>212, c[0.000,100], d[0.538,0.060], g[3.383]
Training on Epoch 47 =>: 100%|███████████████████████████████████████████████████████| 213/213 [00:51<00:00, 4.15it/s]
>213, c[0.000,100], d[0.027,0.506], g[4.236]
EPOCHS =>: 94%|███████████████████████████████████████████████████████████████▉ | 47/50 [2:25:38<22:00, 440.07s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 48 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 48 =>: 0%|▎ | 1/213 [00:00<00:50, 4.23it/s]
>1, c[0.000,100], d[0.006,0.021], g[3.863]
Training on Epoch 48 =>: 1%|▌ | 2/213 [00:00<00:50, 4.14it/s]
>2, c[0.000,100], d[0.002,0.023], g[4.998]
Training on Epoch 48 =>: 1%|▊ | 3/213 [00:00<00:50, 4.16it/s]
>3, c[0.000,100], d[0.002,0.058], g[4.924]
Training on Epoch 48 =>: 2%|█ | 4/213 [00:00<00:50, 4.17it/s]
>4, c[0.000,100], d[0.028,0.050], g[3.015]
Training on Epoch 48 =>: 2%|█▎ | 5/213 [00:01<00:49, 4.19it/s]
>5, c[0.000,100], d[0.166,0.010], g[4.038]
Training on Epoch 48 =>: 3%|█▌ | 6/213 [00:01<00:49, 4.15it/s]
>6, c[0.000,100], d[0.002,0.180], g[5.283]
Training on Epoch 48 =>: 3%|█▊ | 7/213 [00:01<00:49, 4.15it/s]
>7, c[0.000,100], d[0.002,0.009], g[5.300]
Training on Epoch 48 =>: 4%|██▏ | 8/213 [00:01<00:49, 4.17it/s]
>8, c[0.000,100], d[0.026,0.004], g[5.593]
Training on Epoch 48 =>: 4%|██▍ | 9/213 [00:02<00:48, 4.17it/s]
>9, c[0.000,100], d[0.043,0.021], g[5.372]
Training on Epoch 48 =>: 5%|██▋ | 10/213 [00:02<00:48, 4.17it/s]
>10, c[0.000,100], d[0.671,0.099], g[4.085]
Training on Epoch 48 =>: 5%|██▉ | 11/213 [00:02<00:48, 4.17it/s]
>11, c[0.000,100], d[0.001,0.157], g[5.434]
Training on Epoch 48 =>: 6%|███▏ | 12/213 [00:02<00:48, 4.17it/s]
>12, c[0.000,100], d[0.011,0.011], g[4.588]
Training on Epoch 48 =>: 6%|███▍ | 13/213 [00:03<00:48, 4.15it/s]
>13, c[0.000,100], d[0.469,0.073], g[4.456]
Training on Epoch 48 =>: 7%|███▋ | 14/213 [00:03<00:47, 4.15it/s]
>14, c[0.000,100], d[0.001,0.172], g[4.083]
Training on Epoch 48 =>: 7%|███▉ | 15/213 [00:03<00:47, 4.15it/s]
>15, c[0.000,100], d[0.081,0.010], g[5.406]
Training on Epoch 48 =>: 8%|████▏ | 16/213 [00:03<00:47, 4.16it/s]
>16, c[0.000,100], d[0.001,0.167], g[4.088]
Training on Epoch 48 =>: 8%|████▍ | 17/213 [00:04<00:46, 4.17it/s]
>17, c[0.000,100], d[0.598,0.072], g[3.527]
Training on Epoch 48 =>: 8%|████▋ | 18/213 [00:04<00:46, 4.17it/s]
>18, c[0.000,100], d[0.027,0.047], g[3.825]
Training on Epoch 48 =>: 9%|████▉ | 19/213 [00:04<00:46, 4.13it/s]
>19, c[0.000,100], d[0.133,0.227], g[4.571]
Training on Epoch 48 =>: 9%|█████▎ | 20/213 [00:04<00:46, 4.12it/s]
>20, c[0.000,100], d[0.024,0.240], g[5.103]
Training on Epoch 48 =>: 10%|█████▌ | 21/213 [00:05<00:46, 4.13it/s]
>21, c[0.000,100], d[0.096,0.004], g[6.485]
Training on Epoch 48 =>: 10%|█████▊ | 22/213 [00:05<00:46, 4.14it/s]
>22, c[0.003,100], d[0.666,0.022], g[3.902]
Training on Epoch 48 =>: 11%|██████ | 23/213 [00:05<00:45, 4.15it/s]
>23, c[0.000,100], d[0.182,0.037], g[2.767]
Training on Epoch 48 =>: 11%|██████▎ | 24/213 [00:05<00:45, 4.15it/s]
>24, c[0.000,100], d[0.026,0.094], g[3.205]
Training on Epoch 48 =>: 12%|██████▌ | 25/213 [00:06<00:45, 4.16it/s]
>25, c[0.000,100], d[0.005,0.603], g[3.751]
Training on Epoch 48 =>: 12%|██████▊ | 26/213 [00:06<00:44, 4.17it/s]
>26, c[0.000,100], d[0.054,0.183], g[5.897]
Training on Epoch 48 =>: 13%|███████ | 27/213 [00:06<00:44, 4.16it/s]
>27, c[0.000,100], d[0.005,0.011], g[5.655]
Training on Epoch 48 =>: 13%|███████▎ | 28/213 [00:06<00:44, 4.15it/s]
>28, c[0.000,100], d[0.015,0.007], g[4.947]
Training on Epoch 48 =>: 14%|███████▌ | 29/213 [00:06<00:44, 4.14it/s]
>29, c[0.000,100], d[0.903,0.032], g[4.706]
Training on Epoch 48 =>: 14%|███████▉ | 30/213 [00:07<00:44, 4.14it/s]
>30, c[0.000,100], d[0.007,0.081], g[2.720]
Training on Epoch 48 =>: 15%|████████▏ | 31/213 [00:07<00:43, 4.16it/s]
>31, c[0.000,100], d[0.159,0.256], g[2.937]
Training on Epoch 48 =>: 15%|████████▍ | 32/213 [00:07<00:43, 4.17it/s]
>32, c[0.000,100], d[0.001,0.013], g[3.961]
Training on Epoch 48 =>: 15%|████████▋ | 33/213 [00:07<00:43, 4.16it/s]
>33, c[0.000,100], d[0.001,0.013], g[4.121]
Training on Epoch 48 =>: 16%|████████▉ | 34/213 [00:08<00:43, 4.15it/s]
>34, c[0.000,100], d[0.024,0.019], g[3.649]
Training on Epoch 48 =>: 16%|█████████▏ | 35/213 [00:08<00:42, 4.16it/s]
>35, c[0.000,100], d[0.018,0.034], g[3.993]
Training on Epoch 48 =>: 17%|█████████▍ | 36/213 [00:08<00:42, 4.17it/s]
>36, c[0.000,100], d[0.000,0.025], g[4.623]
Training on Epoch 48 =>: 17%|█████████▋ | 37/213 [00:08<00:42, 4.18it/s]
>37, c[0.000,100], d[0.001,0.021], g[4.839]
Training on Epoch 48 =>: 18%|█████████▉ | 38/213 [00:09<00:41, 4.17it/s]
>38, c[0.000,100], d[0.103,0.013], g[4.001]
Training on Epoch 48 =>: 18%|██████████▎ | 39/213 [00:09<00:41, 4.17it/s]
>39, c[0.000,100], d[0.021,0.013], g[2.987]
Training on Epoch 48 =>: 19%|██████████▌ | 40/213 [00:09<00:41, 4.18it/s]
>40, c[0.000,100], d[0.017,0.590], g[4.180]
Training on Epoch 48 =>: 19%|██████████▊ | 41/213 [00:09<00:41, 4.16it/s]
>41, c[0.000,100], d[0.016,0.058], g[4.224]
Training on Epoch 48 =>: 20%|███████████ | 42/213 [00:10<00:41, 4.15it/s]
>42, c[0.000,100], d[0.548,0.014], g[2.878]
Training on Epoch 48 =>: 20%|███████████▎ | 43/213 [00:10<00:40, 4.16it/s]
>43, c[0.000,100], d[0.007,0.121], g[3.566]
Training on Epoch 48 =>: 21%|███████████▌ | 44/213 [00:10<00:40, 4.17it/s]
>44, c[0.000,100], d[0.002,0.046], g[4.351]
Training on Epoch 48 =>: 21%|███████████▊ | 45/213 [00:10<00:40, 4.16it/s]
>45, c[0.000,100], d[0.011,0.179], g[5.104]
Training on Epoch 48 =>: 22%|████████████ | 46/213 [00:11<00:40, 4.17it/s]
>46, c[0.000,100], d[0.054,0.009], g[4.979]
Training on Epoch 48 =>: 22%|████████████▎ | 47/213 [00:11<00:39, 4.17it/s]
>47, c[0.000,100], d[0.205,0.016], g[5.099]
Training on Epoch 48 =>: 23%|████████████▌ | 48/213 [00:11<00:39, 4.16it/s]
>48, c[0.000,100], d[0.003,0.050], g[3.937]
Training on Epoch 48 =>: 23%|████████████▉ | 49/213 [00:11<00:39, 4.17it/s]
>49, c[0.000,100], d[0.003,0.018], g[4.698]
Training on Epoch 48 =>: 23%|█████████████▏ | 50/213 [00:12<00:39, 4.14it/s]
>50, c[0.000,100], d[0.008,0.020], g[4.662]
Training on Epoch 48 =>: 24%|█████████████▍ | 51/213 [00:12<00:39, 4.15it/s]
>51, c[0.000,100], d[0.015,0.016], g[4.753]
Training on Epoch 48 =>: 24%|█████████████▋ | 52/213 [00:12<00:38, 4.15it/s]
>52, c[0.000,100], d[0.085,0.064], g[3.573]
Training on Epoch 48 =>: 25%|█████████████▉ | 53/213 [00:12<00:38, 4.16it/s]
>53, c[0.000,100], d[0.007,0.533], g[5.102]
Training on Epoch 48 =>: 25%|██████████████▏ | 54/213 [00:12<00:38, 4.16it/s]
>54, c[0.000,100], d[0.477,0.006], g[4.326]
Training on Epoch 48 =>: 26%|██████████████▍ | 55/213 [00:13<00:38, 4.13it/s]
>55, c[0.000,100], d[0.002,0.015], g[4.915]
Training on Epoch 48 =>: 26%|██████████████▋ | 56/213 [00:13<00:37, 4.14it/s]
>56, c[0.000,100], d[0.002,0.060], g[4.782]
Training on Epoch 48 =>: 27%|██████████████▉ | 57/213 [00:13<00:37, 4.15it/s]
>57, c[0.000,100], d[0.045,0.048], g[4.337]
Training on Epoch 48 =>: 27%|███████████████▏ | 58/213 [00:13<00:37, 4.16it/s]
>58, c[0.000,100], d[0.007,0.014], g[4.703]
Training on Epoch 48 =>: 28%|███████████████▌ | 59/213 [00:14<00:37, 4.16it/s]
>59, c[0.000,100], d[0.001,0.120], g[5.525]
Training on Epoch 48 =>: 28%|███████████████▊ | 60/213 [00:14<00:36, 4.16it/s]
>60, c[0.000,100], d[0.500,0.028], g[4.863]
Training on Epoch 48 =>: 29%|████████████████ | 61/213 [00:14<00:36, 4.16it/s]
>61, c[0.000,100], d[0.044,0.021], g[4.582]
Training on Epoch 48 =>: 29%|████████████████▎ | 62/213 [00:14<00:36, 4.13it/s]
>62, c[0.000,100], d[0.636,0.164], g[4.214]
Training on Epoch 48 =>: 30%|████████████████▌ | 63/213 [00:15<00:36, 4.15it/s]
>63, c[0.000,100], d[0.016,0.032], g[3.601]
Training on Epoch 48 =>: 30%|████████████████▊ | 64/213 [00:15<00:35, 4.15it/s]
>64, c[0.000,100], d[0.007,0.053], g[3.990]
Training on Epoch 48 =>: 31%|█████████████████ | 65/213 [00:15<00:35, 4.15it/s]
>65, c[0.000,100], d[0.022,0.045], g[4.947]
Training on Epoch 48 =>: 31%|█████████████████▎ | 66/213 [00:15<00:35, 4.16it/s]
>66, c[0.000,100], d[0.011,0.022], g[4.678]
Training on Epoch 48 =>: 31%|█████████████████▌ | 67/213 [00:16<00:35, 4.17it/s]
>67, c[0.000,100], d[0.002,0.389], g[5.008]
Training on Epoch 48 =>: 32%|█████████████████▉ | 68/213 [00:16<00:35, 4.06it/s]
>68, c[0.000,100], d[0.025,0.031], g[6.500]
Training on Epoch 48 =>: 32%|██████████████████▏ | 69/213 [00:16<00:35, 4.05it/s]
>69, c[0.000,100], d[0.000,0.003], g[5.877]
Training on Epoch 48 =>: 33%|██████████████████▍ | 70/213 [00:16<00:35, 4.08it/s]
>70, c[0.000,100], d[0.004,0.002], g[6.006]
Training on Epoch 48 =>: 33%|██████████████████▋ | 71/213 [00:17<00:34, 4.11it/s]
>71, c[0.000,100], d[0.147,0.007], g[5.734]
Training on Epoch 48 =>: 34%|██████████████████▉ | 72/213 [00:17<00:34, 4.13it/s]
>72, c[0.000,100], d[1.757,0.668], g[3.310]
Training on Epoch 48 =>: 34%|███████████████████▏ | 73/213 [00:17<00:33, 4.14it/s]
>73, c[0.000,100], d[0.031,0.015], g[3.898]
Training on Epoch 48 =>: 35%|███████████████████▍ | 74/213 [00:17<00:33, 4.15it/s]
>74, c[0.000,100], d[0.002,0.021], g[4.550]
Training on Epoch 48 =>: 35%|███████████████████▋ | 75/213 [00:18<00:33, 4.15it/s]
>75, c[0.000,100], d[0.056,0.303], g[5.033]
Training on Epoch 48 =>: 36%|███████████████████▉ | 76/213 [00:18<00:33, 4.14it/s]
>76, c[0.000,100], d[0.015,0.021], g[4.694]
Training on Epoch 48 =>: 36%|████████████████████▏ | 77/213 [00:18<00:32, 4.16it/s]
>77, c[0.000,100], d[0.009,0.084], g[5.142]
Training on Epoch 48 =>: 37%|████████████████████▌ | 78/213 [00:18<00:32, 4.16it/s]
>78, c[0.000,100], d[0.003,0.008], g[5.191]
Training on Epoch 48 =>: 37%|████████████████████▊ | 79/213 [00:19<00:32, 4.17it/s]
>79, c[0.000,100], d[0.005,0.018], g[4.833]
Training on Epoch 48 =>: 38%|█████████████████████ | 80/213 [00:19<00:31, 4.17it/s]
>80, c[0.000,100], d[0.071,0.011], g[4.668]
Training on Epoch 48 =>: 38%|█████████████████████▎ | 81/213 [00:19<00:31, 4.16it/s]
>81, c[0.000,100], d[0.736,0.060], g[4.559]
Training on Epoch 48 =>: 38%|█████████████████████▌ | 82/213 [00:19<00:31, 4.16it/s]
>82, c[0.000,100], d[0.002,0.066], g[3.802]
Training on Epoch 48 =>: 39%|█████████████████████▊ | 83/213 [00:19<00:31, 4.14it/s]
>83, c[0.000,100], d[0.003,0.023], g[3.545]
Training on Epoch 48 =>: 39%|██████████████████████ | 84/213 [00:20<00:31, 4.14it/s]
>84, c[0.000,100], d[0.099,0.280], g[4.445]
Training on Epoch 48 =>: 40%|██████████████████████▎ | 85/213 [00:20<00:30, 4.14it/s]
>85, c[0.000,100], d[0.012,0.045], g[3.715]
Training on Epoch 48 =>: 40%|██████████████████████▌ | 86/213 [00:20<00:30, 4.15it/s]
>86, c[0.000,100], d[0.008,0.106], g[4.574]
Training on Epoch 48 =>: 41%|██████████████████████▊ | 87/213 [00:20<00:30, 4.15it/s]
>87, c[0.000,100], d[0.017,0.015], g[5.275]
Training on Epoch 48 =>: 41%|███████████████████████▏ | 88/213 [00:21<00:30, 4.15it/s]
>88, c[0.000,100], d[0.010,0.017], g[4.613]
Training on Epoch 48 =>: 42%|███████████████████████▍ | 89/213 [00:21<00:29, 4.15it/s]
>89, c[0.000,100], d[0.020,0.009], g[4.603]
Training on Epoch 48 =>: 42%|███████████████████████▋ | 90/213 [00:21<00:29, 4.14it/s]
>90, c[0.000,100], d[0.094,0.013], g[4.580]
Training on Epoch 48 =>: 43%|███████████████████████▉ | 91/213 [00:21<00:29, 4.14it/s]
>91, c[0.000,100], d[0.862,0.034], g[4.153]
Training on Epoch 48 =>: 43%|████████████████████████▏ | 92/213 [00:22<00:29, 4.13it/s]
>92, c[0.000,100], d[0.000,0.134], g[3.456]
Training on Epoch 48 =>: 44%|████████████████████████▍ | 93/213 [00:22<00:29, 4.13it/s]
>93, c[0.000,100], d[0.010,0.137], g[4.003]
Training on Epoch 48 =>: 44%|████████████████████████▋ | 94/213 [00:22<00:28, 4.13it/s]
>94, c[0.000,100], d[0.002,0.014], g[3.815]
Training on Epoch 48 =>: 45%|████████████████████████▉ | 95/213 [00:22<00:28, 4.15it/s]
>95, c[0.000,100], d[0.208,0.013], g[3.881]
Training on Epoch 48 =>: 45%|█████████████████████████▏ | 96/213 [00:23<00:28, 4.15it/s]
>96, c[0.000,100], d[0.012,0.076], g[3.326]
Training on Epoch 48 =>: 46%|█████████████████████████▌ | 97/213 [00:23<00:28, 4.12it/s]
>97, c[0.000,100], d[0.002,0.041], g[3.152]
Training on Epoch 48 =>: 46%|█████████████████████████▊ | 98/213 [00:23<00:27, 4.13it/s]
>98, c[0.000,100], d[0.020,0.025], g[4.242]
Training on Epoch 48 =>: 46%|██████████████████████████ | 99/213 [00:23<00:27, 4.12it/s]
>99, c[0.000,100], d[0.000,0.043], g[3.124]
Training on Epoch 48 =>: 47%|█████████████████████████▊ | 100/213 [00:24<00:27, 4.12it/s]
>100, c[0.000,100], d[0.011,0.065], g[3.398]
Training on Epoch 48 =>: 47%|██████████████████████████ | 101/213 [00:24<00:27, 4.14it/s]
>101, c[0.000,100], d[0.001,0.037], g[3.837]
Training on Epoch 48 =>: 48%|██████████████████████████▎ | 102/213 [00:24<00:26, 4.14it/s]
>102, c[0.000,100], d[0.030,0.012], g[4.506]
Training on Epoch 48 =>: 48%|██████████████████████████▌ | 103/213 [00:24<00:26, 4.14it/s]
>103, c[0.000,100], d[0.232,0.270], g[4.169]
Training on Epoch 48 =>: 49%|██████████████████████████▊ | 104/213 [00:25<00:26, 4.12it/s]
>104, c[0.000,100], d[0.011,0.074], g[4.828]
Training on Epoch 48 =>: 49%|███████████████████████████ | 105/213 [00:25<00:26, 4.12it/s]
>105, c[0.000,100], d[0.017,0.047], g[5.383]
Training on Epoch 48 =>: 50%|███████████████████████████▎ | 106/213 [00:25<00:25, 4.12it/s]
>106, c[0.000,100], d[0.509,0.143], g[3.834]
Training on Epoch 48 =>: 50%|███████████████████████████▋ | 107/213 [00:25<00:25, 4.14it/s]
>107, c[0.000,100], d[0.002,0.023], g[4.503]
Training on Epoch 48 =>: 51%|███████████████████████████▉ | 108/213 [00:26<00:25, 4.14it/s]
>108, c[0.000,100], d[0.006,0.158], g[4.925]
Training on Epoch 48 =>: 51%|████████████████████████████▏ | 109/213 [00:26<00:25, 4.14it/s]
>109, c[0.000,100], d[0.043,0.015], g[5.580]
Training on Epoch 48 =>: 52%|████████████████████████████▍ | 110/213 [00:26<00:24, 4.15it/s]
>110, c[0.000,100], d[0.096,0.018], g[5.456]
Training on Epoch 48 =>: 52%|████████████████████████████▋ | 111/213 [00:26<00:24, 4.13it/s]
>111, c[0.000,100], d[0.060,0.019], g[4.840]
Training on Epoch 48 =>: 53%|████████████████████████████▉ | 112/213 [00:27<00:24, 4.13it/s]
>112, c[0.000,100], d[0.009,0.060], g[3.877]
Training on Epoch 48 =>: 53%|█████████████████████████████▏ | 113/213 [00:27<00:24, 4.14it/s]
>113, c[0.000,100], d[0.027,0.013], g[4.089]
Training on Epoch 48 =>: 54%|█████████████████████████████▍ | 114/213 [00:27<00:23, 4.14it/s]
>114, c[0.000,100], d[0.000,0.057], g[4.668]
Training on Epoch 48 =>: 54%|█████████████████████████████▋ | 115/213 [00:27<00:23, 4.15it/s]
>115, c[0.000,100], d[0.006,0.005], g[4.868]
Training on Epoch 48 =>: 54%|█████████████████████████████▉ | 116/213 [00:27<00:23, 4.12it/s]
>116, c[0.000,100], d[0.092,0.516], g[5.352]
Training on Epoch 48 =>: 55%|██████████████████████████████▏ | 117/213 [00:28<00:23, 4.14it/s]
>117, c[0.000,100], d[0.008,0.009], g[4.877]
Training on Epoch 48 =>: 55%|██████████████████████████████▍ | 118/213 [00:28<00:23, 4.13it/s]
>118, c[0.000,100], d[0.235,0.018], g[3.817]
Training on Epoch 48 =>: 56%|██████████████████████████████▋ | 119/213 [00:28<00:22, 4.13it/s]
>119, c[0.000,100], d[0.006,0.030], g[3.785]
Training on Epoch 48 =>: 56%|██████████████████████████████▉ | 120/213 [00:28<00:22, 4.14it/s]
>120, c[0.000,100], d[0.028,0.037], g[3.030]
Training on Epoch 48 =>: 57%|███████████████████████████████▏ | 121/213 [00:29<00:22, 4.12it/s]
>121, c[0.000,100], d[0.033,0.029], g[5.285]
Training on Epoch 48 =>: 57%|███████████████████████████████▌ | 122/213 [00:29<00:21, 4.14it/s]
>122, c[0.000,100], d[0.001,0.166], g[3.828]
Training on Epoch 48 =>: 58%|███████████████████████████████▊ | 123/213 [00:29<00:21, 4.15it/s]
>123, c[0.000,100], d[0.998,0.018], g[4.944]
Training on Epoch 48 =>: 58%|████████████████████████████████ | 124/213 [00:29<00:21, 4.15it/s]
>124, c[0.000,100], d[0.001,0.021], g[3.136]
Training on Epoch 48 =>: 59%|████████████████████████████████▎ | 125/213 [00:30<00:21, 4.14it/s]
>125, c[0.000,100], d[0.314,0.023], g[3.990]
Training on Epoch 48 =>: 59%|████████████████████████████████▌ | 126/213 [00:30<00:20, 4.15it/s]
>126, c[0.000,100], d[0.001,0.091], g[4.581]
Training on Epoch 48 =>: 60%|████████████████████████████████▊ | 127/213 [00:30<00:20, 4.16it/s]
>127, c[0.000,100], d[0.011,0.049], g[4.176]
Training on Epoch 48 =>: 60%|█████████████████████████████████ | 128/213 [00:30<00:20, 4.15it/s]
>128, c[0.000,100], d[0.076,0.671], g[4.517]
Training on Epoch 48 =>: 61%|█████████████████████████████████▎ | 129/213 [00:31<00:20, 4.16it/s]
>129, c[0.000,100], d[0.015,0.122], g[7.526]
Training on Epoch 48 =>: 61%|█████████████████████████████████▌ | 130/213 [00:31<00:20, 4.15it/s]
>130, c[0.000,100], d[1.410,0.025], g[4.497]
Training on Epoch 48 =>: 62%|█████████████████████████████████▊ | 131/213 [00:31<00:19, 4.13it/s]
>131, c[0.000,100], d[0.002,0.015], g[5.068]
Training on Epoch 48 =>: 62%|██████████████████████████████████ | 132/213 [00:31<00:19, 4.12it/s]
>132, c[0.000,100], d[0.022,0.011], g[4.149]
Training on Epoch 48 =>: 62%|██████████████████████████████████▎ | 133/213 [00:32<00:19, 4.15it/s]
>133, c[0.000,100], d[0.032,0.092], g[4.918]
Training on Epoch 48 =>: 63%|██████████████████████████████████▌ | 134/213 [00:32<00:18, 4.16it/s]
>134, c[0.000,100], d[0.315,0.012], g[3.879]
Training on Epoch 48 =>: 63%|██████████████████████████████████▊ | 135/213 [00:32<00:18, 4.16it/s]
>135, c[0.000,100], d[0.000,0.019], g[2.027]
Training on Epoch 48 =>: 64%|███████████████████████████████████ | 136/213 [00:32<00:18, 4.17it/s]
>136, c[0.000,100], d[0.005,0.583], g[4.996]
Training on Epoch 48 =>: 64%|███████████████████████████████████▍ | 137/213 [00:33<00:18, 4.17it/s]
>137, c[0.000,100], d[0.057,0.035], g[5.906]
Training on Epoch 48 =>: 65%|███████████████████████████████████▋ | 138/213 [00:33<00:18, 4.16it/s]
>138, c[0.000,100], d[0.084,0.102], g[4.962]
Training on Epoch 48 =>: 65%|███████████████████████████████████▉ | 139/213 [00:33<00:17, 4.14it/s]
>139, c[0.000,100], d[0.967,0.039], g[4.364]
Training on Epoch 48 =>: 66%|████████████████████████████████████▏ | 140/213 [00:33<00:17, 4.15it/s]
>140, c[0.000,100], d[0.174,0.025], g[3.529]
Training on Epoch 48 =>: 66%|████████████████████████████████████▍ | 141/213 [00:33<00:17, 4.16it/s]
>141, c[0.000,100], d[0.004,0.060], g[3.115]
Training on Epoch 48 =>: 67%|████████████████████████████████████▋ | 142/213 [00:34<00:17, 4.15it/s]
>142, c[0.000,100], d[0.003,0.060], g[3.253]
Training on Epoch 48 =>: 67%|████████████████████████████████████▉ | 143/213 [00:34<00:16, 4.12it/s]
>143, c[0.000,100], d[0.024,0.091], g[3.789]
Training on Epoch 48 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:34<00:16, 4.15it/s]
>144, c[0.000,100], d[0.002,0.063], g[4.136]
Training on Epoch 48 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:34<00:16, 4.15it/s]
>145, c[0.000,100], d[0.023,0.070], g[4.160]
Training on Epoch 48 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:35<00:16, 4.12it/s]
>146, c[0.000,100], d[0.000,0.803], g[5.639]
Training on Epoch 48 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:35<00:15, 4.14it/s]
>147, c[0.000,100], d[0.070,0.002], g[7.202]
Training on Epoch 48 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:35<00:15, 4.12it/s]
>148, c[0.000,100], d[0.008,0.003], g[6.714]
Training on Epoch 48 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:35<00:15, 4.13it/s]
>149, c[0.000,100], d[0.011,0.017], g[6.503]
Training on Epoch 48 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:36<00:15, 4.13it/s]
>150, c[0.000,100], d[1.427,0.036], g[5.093]
Training on Epoch 48 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:36<00:14, 4.15it/s]
>151, c[0.000,100], d[0.002,0.019], g[4.273]
Training on Epoch 48 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:36<00:14, 4.16it/s]
>152, c[0.000,100], d[0.005,0.027], g[4.787]
Training on Epoch 48 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:36<00:14, 4.12it/s]
>153, c[0.000,100], d[0.001,0.042], g[4.551]
Training on Epoch 48 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:37<00:14, 4.12it/s]
>154, c[0.000,100], d[0.004,0.262], g[5.287]
Training on Epoch 48 =>: 73%|████████████████████████████████████████ | 155/213 [00:37<00:14, 4.13it/s]
>155, c[0.000,100], d[0.000,0.005], g[5.387]
Training on Epoch 48 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:37<00:13, 4.15it/s]
>156, c[0.000,100], d[0.016,0.004], g[5.248]
Training on Epoch 48 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:37<00:13, 4.15it/s]
>157, c[0.000,100], d[0.662,0.014], g[3.483]
Training on Epoch 48 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:38<00:13, 4.16it/s]
>158, c[0.000,100], d[0.000,0.064], g[3.362]
Training on Epoch 48 =>: 75%|█████████████████████████████████████████ | 159/213 [00:38<00:13, 4.15it/s]
>159, c[0.000,100], d[0.568,0.033], g[2.791]
Training on Epoch 48 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:38<00:12, 4.13it/s]
>160, c[0.000,100], d[0.000,0.044], g[3.080]
Training on Epoch 48 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:38<00:12, 4.14it/s]
>161, c[0.000,100], d[0.002,0.097], g[3.509]
Training on Epoch 48 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:39<00:12, 4.13it/s]
>162, c[0.000,100], d[0.001,0.062], g[3.918]
Training on Epoch 48 =>: 77%|██████████████████████████████████████████ | 163/213 [00:39<00:12, 4.14it/s]
>163, c[0.000,100], d[0.001,0.080], g[3.768]
Training on Epoch 48 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:39<00:11, 4.14it/s]
>164, c[0.000,100], d[0.002,0.027], g[4.196]
Training on Epoch 48 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:39<00:11, 4.14it/s]
>165, c[0.000,100], d[0.624,0.035], g[4.362]
Training on Epoch 48 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:40<00:11, 4.12it/s]
>166, c[0.000,100], d[0.545,0.041], g[2.275]
Training on Epoch 48 =>: 78%|███████████████████████████████████████████ | 167/213 [00:40<00:11, 4.11it/s]
>167, c[0.000,100], d[0.039,0.214], g[2.618]
Training on Epoch 48 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:40<00:10, 4.12it/s]
>168, c[0.000,100], d[0.037,0.745], g[3.733]
Training on Epoch 48 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:40<00:10, 4.12it/s]
>169, c[0.000,100], d[0.011,0.027], g[3.762]
Training on Epoch 48 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:41<00:10, 4.13it/s]
>170, c[0.000,100], d[0.023,0.043], g[4.502]
Training on Epoch 48 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:41<00:10, 4.13it/s]
>171, c[0.000,100], d[0.005,0.023], g[3.784]
Training on Epoch 48 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:41<00:09, 4.14it/s]
>172, c[0.000,100], d[0.003,0.030], g[4.109]
Training on Epoch 48 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:41<00:09, 4.15it/s]
>173, c[0.000,100], d[0.006,0.012], g[4.707]
Training on Epoch 48 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:41<00:09, 4.13it/s]
>174, c[0.000,100], d[0.014,0.011], g[3.097]
Training on Epoch 48 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:42<00:09, 4.14it/s]
>175, c[0.000,100], d[0.073,0.061], g[4.295]
Training on Epoch 48 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:42<00:08, 4.14it/s]
>176, c[0.000,100], d[0.006,0.030], g[4.231]
Training on Epoch 48 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:42<00:08, 4.15it/s]
>177, c[0.000,100], d[0.035,0.033], g[2.972]
Training on Epoch 48 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:42<00:08, 4.14it/s]
>178, c[0.000,100], d[0.745,0.042], g[3.557]
Training on Epoch 48 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:43<00:08, 4.14it/s]
>179, c[0.000,100], d[0.012,0.023], g[3.919]
Training on Epoch 48 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:43<00:07, 4.14it/s]
>180, c[0.000,100], d[0.001,0.252], g[2.908]
Training on Epoch 48 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:43<00:07, 4.12it/s]
>181, c[0.000,100], d[0.060,0.077], g[4.117]
Training on Epoch 48 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:43<00:07, 4.14it/s]
>182, c[0.000,100], d[0.012,0.015], g[3.690]
Training on Epoch 48 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:44<00:07, 4.13it/s]
>183, c[0.000,100], d[0.023,0.008], g[3.679]
Training on Epoch 48 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:44<00:07, 4.14it/s]
>184, c[0.000,100], d[0.027,0.040], g[4.219]
Training on Epoch 48 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:44<00:06, 4.13it/s]
>185, c[0.000,100], d[0.001,0.024], g[3.615]
Training on Epoch 48 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:44<00:06, 4.14it/s]
>186, c[0.000,100], d[0.065,0.018], g[3.038]
Training on Epoch 48 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:45<00:06, 4.15it/s]
>187, c[0.000,100], d[0.045,0.090], g[4.597]
Training on Epoch 48 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:45<00:06, 4.13it/s]
>188, c[0.000,100], d[0.018,0.015], g[3.280]
Training on Epoch 48 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:45<00:05, 4.14it/s]
>189, c[0.000,100], d[0.002,0.495], g[3.466]
Training on Epoch 48 =>: 89%|█████████████████████████████████████████████████ | 190/213 [00:45<00:05, 4.12it/s]
>190, c[0.000,100], d[0.475,0.032], g[4.421]
Training on Epoch 48 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [00:46<00:05, 4.13it/s]
>191, c[0.000,100], d[0.054,0.032], g[3.413]
Training on Epoch 48 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [00:46<00:05, 4.13it/s]
>192, c[0.000,100], d[0.029,0.093], g[4.498]
Training on Epoch 48 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [00:46<00:04, 4.14it/s]
>193, c[0.000,100], d[0.012,0.004], g[4.206]
Training on Epoch 48 =>: 91%|██████████████████████████████████████████████████ | 194/213 [00:46<00:04, 4.15it/s]
>194, c[0.000,100], d[0.004,0.017], g[4.372]
Training on Epoch 48 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [00:47<00:04, 4.13it/s]
>195, c[0.002,100], d[0.026,0.230], g[4.458]
Training on Epoch 48 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [00:47<00:04, 4.14it/s]
>196, c[0.000,100], d[0.012,0.025], g[4.719]
Training on Epoch 48 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [00:47<00:03, 4.14it/s]
>197, c[0.000,100], d[0.395,0.015], g[3.444]
Training on Epoch 48 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [00:47<00:03, 4.14it/s]
>198, c[0.000,100], d[0.001,0.029], g[4.097]
Training on Epoch 48 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [00:48<00:03, 4.14it/s]
>199, c[0.000,100], d[0.008,0.019], g[4.344]
Training on Epoch 48 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [00:48<00:03, 4.14it/s]
>200, c[0.000,100], d[0.199,0.090], g[3.882]
Training on Epoch 48 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [00:48<00:02, 4.14it/s]
>201, c[0.000,100], d[0.002,0.019], g[2.217]
Training on Epoch 48 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [00:48<00:02, 4.12it/s]
>202, c[0.000,100], d[0.012,0.022], g[4.256]
Training on Epoch 48 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [00:48<00:02, 4.13it/s]
>203, c[0.000,100], d[0.001,0.020], g[4.514]
Training on Epoch 48 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [00:49<00:02, 4.14it/s]
>204, c[0.000,100], d[0.099,0.682], g[4.308]
Training on Epoch 48 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [00:49<00:01, 4.14it/s]
>205, c[0.000,100], d[0.005,0.005], g[5.781]
Training on Epoch 48 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [00:49<00:01, 4.15it/s]
>206, c[0.000,100], d[0.114,0.004], g[5.920]
Training on Epoch 48 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [00:49<00:01, 4.14it/s]
>207, c[0.000,100], d[0.904,0.361], g[3.290]
Training on Epoch 48 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [00:50<00:01, 4.15it/s]
>208, c[0.000,100], d[0.157,0.012], g[3.708]
Training on Epoch 48 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [00:50<00:00, 4.13it/s]
>209, c[0.000,100], d[0.005,0.456], g[4.445]
Training on Epoch 48 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [00:50<00:00, 4.13it/s]
>210, c[0.000,100], d[0.497,0.050], g[3.880]
Training on Epoch 48 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [00:50<00:00, 4.13it/s]
>211, c[0.000,100], d[0.012,0.105], g[3.668]
Training on Epoch 48 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [00:51<00:00, 4.14it/s]
>212, c[0.001,100], d[0.018,0.164], g[4.103]
Training on Epoch 48 =>: 100%|███████████████████████████████████████████████████████| 213/213 [00:51<00:00, 4.14it/s]
>213, c[0.000,100], d[0.094,0.013], g[5.055]
EPOCHS =>: 96%|█████████████████████████████████████████████████████████████████▎ | 48/50 [2:26:30<10:47, 323.76s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 49 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 49 =>: 0%|▎ | 1/213 [00:00<00:51, 4.14it/s]
>1, c[0.000,100], d[0.023,0.012], g[3.540]
Training on Epoch 49 =>: 1%|▌ | 2/213 [00:00<00:50, 4.15it/s]
>2, c[0.000,100], d[0.022,0.258], g[5.450]
Training on Epoch 49 =>: 1%|▊ | 3/213 [00:00<00:50, 4.16it/s]
>3, c[0.000,100], d[0.381,0.029], g[5.461]
Training on Epoch 49 =>: 2%|█ | 4/213 [00:00<00:50, 4.16it/s]
>4, c[0.000,100], d[0.001,0.206], g[5.082]
Training on Epoch 49 =>: 2%|█▎ | 5/213 [00:01<00:49, 4.17it/s]
>5, c[0.000,100], d[0.024,0.087], g[4.798]
Training on Epoch 49 =>: 3%|█▌ | 6/213 [00:01<00:50, 4.11it/s]
>6, c[0.000,100], d[0.126,0.050], g[5.333]
Training on Epoch 49 =>: 3%|█▊ | 7/213 [00:01<00:49, 4.13it/s]
>7, c[0.000,100], d[0.001,0.003], g[4.971]
Training on Epoch 49 =>: 4%|██▏ | 8/213 [00:01<00:49, 4.12it/s]
>8, c[0.000,100], d[0.150,0.006], g[5.185]
Training on Epoch 49 =>: 4%|██▍ | 9/213 [00:02<00:49, 4.12it/s]
>9, c[0.000,100], d[0.013,0.044], g[4.173]
Training on Epoch 49 =>: 5%|██▋ | 10/213 [00:02<00:49, 4.12it/s]
>10, c[0.000,100], d[0.011,0.013], g[3.325]
Training on Epoch 49 =>: 5%|██▉ | 11/213 [00:02<00:48, 4.14it/s]
>11, c[0.000,100], d[0.438,0.080], g[4.632]
Training on Epoch 49 =>: 6%|███▏ | 12/213 [00:02<00:48, 4.14it/s]
>12, c[0.000,100], d[0.008,0.120], g[3.028]
Training on Epoch 49 =>: 6%|███▍ | 13/213 [00:03<00:48, 4.13it/s]
>13, c[0.001,100], d[0.051,0.099], g[3.389]
Training on Epoch 49 =>: 7%|███▋ | 14/213 [00:03<00:48, 4.13it/s]
>14, c[0.000,100], d[0.003,0.064], g[4.510]
Training on Epoch 49 =>: 7%|███▉ | 15/213 [00:03<00:47, 4.13it/s]
>15, c[0.000,100], d[0.033,0.005], g[5.006]
Training on Epoch 49 =>: 8%|████▏ | 16/213 [00:03<00:47, 4.13it/s]
>16, c[0.000,100], d[0.017,0.045], g[5.679]
Training on Epoch 49 =>: 8%|████▍ | 17/213 [00:04<00:47, 4.14it/s]
>17, c[0.000,100], d[0.059,0.044], g[4.342]
Training on Epoch 49 =>: 8%|████▋ | 18/213 [00:04<00:46, 4.15it/s]
>18, c[0.000,100], d[0.026,0.003], g[4.360]
Training on Epoch 49 =>: 9%|████▉ | 19/213 [00:04<00:46, 4.16it/s]
>19, c[0.000,100], d[0.005,0.003], g[5.353]
Training on Epoch 49 =>: 9%|█████▎ | 20/213 [00:04<00:46, 4.15it/s]
>20, c[0.000,100], d[0.011,0.585], g[4.769]
Training on Epoch 49 =>: 10%|█████▌ | 21/213 [00:05<00:46, 4.16it/s]
>21, c[0.000,100], d[0.010,0.001], g[6.564]
Training on Epoch 49 =>: 10%|█████▊ | 22/213 [00:05<00:45, 4.15it/s]
>22, c[0.000,100], d[1.412,0.026], g[3.767]
Training on Epoch 49 =>: 11%|██████ | 23/213 [00:05<00:45, 4.16it/s]
>23, c[0.000,100], d[0.135,0.095], g[2.958]
Training on Epoch 49 =>: 11%|██████▎ | 24/213 [00:05<00:45, 4.15it/s]
>24, c[0.000,100], d[0.001,0.439], g[2.636]
Training on Epoch 49 =>: 12%|██████▌ | 25/213 [00:06<00:46, 4.07it/s]
>25, c[0.000,100], d[0.059,0.070], g[5.616]
Training on Epoch 49 =>: 12%|██████▊ | 26/213 [00:06<00:46, 4.06it/s]
>26, c[0.000,100], d[0.006,0.064], g[4.963]
Training on Epoch 49 =>: 13%|███████ | 27/213 [00:06<00:45, 4.05it/s]
>27, c[0.000,100], d[0.096,0.083], g[5.031]
Training on Epoch 49 =>: 13%|███████▎ | 28/213 [00:06<00:45, 4.08it/s]
>28, c[0.000,100], d[0.045,0.028], g[4.848]
Training on Epoch 49 =>: 14%|███████▌ | 29/213 [00:07<00:45, 4.08it/s]
>29, c[0.000,100], d[0.038,0.248], g[5.650]
Training on Epoch 49 =>: 14%|███████▉ | 30/213 [00:07<00:44, 4.11it/s]
>30, c[0.000,100], d[0.005,0.003], g[5.618]
Training on Epoch 49 =>: 15%|████████▏ | 31/213 [00:07<00:44, 4.13it/s]
>31, c[0.000,100], d[0.085,0.007], g[4.103]
Training on Epoch 49 =>: 15%|████████▍ | 32/213 [00:07<00:43, 4.14it/s]
>32, c[0.000,100], d[0.011,0.217], g[5.797]
Training on Epoch 49 =>: 15%|████████▋ | 33/213 [00:07<00:43, 4.15it/s]
>33, c[0.000,100], d[0.016,0.024], g[6.122]
Training on Epoch 49 =>: 16%|████████▉ | 34/213 [00:08<00:43, 4.13it/s]
>34, c[0.000,100], d[0.094,0.049], g[5.380]
Training on Epoch 49 =>: 16%|█████████▏ | 35/213 [00:08<00:43, 4.13it/s]
>35, c[0.000,100], d[0.442,0.012], g[4.644]
Training on Epoch 49 =>: 17%|█████████▍ | 36/213 [00:08<00:42, 4.15it/s]
>36, c[0.000,100], d[0.094,0.070], g[4.798]
Training on Epoch 49 =>: 17%|█████████▋ | 37/213 [00:08<00:42, 4.15it/s]
>37, c[0.000,100], d[0.010,0.015], g[3.605]
Training on Epoch 49 =>: 18%|█████████▉ | 38/213 [00:09<00:42, 4.14it/s]
>38, c[0.000,100], d[0.010,0.007], g[5.330]
Training on Epoch 49 =>: 18%|██████████▎ | 39/213 [00:09<00:41, 4.15it/s]
>39, c[0.000,100], d[0.000,0.573], g[4.755]
Training on Epoch 49 =>: 19%|██████████▌ | 40/213 [00:09<00:41, 4.15it/s]
>40, c[0.000,100], d[0.016,0.026], g[5.113]
Training on Epoch 49 =>: 19%|██████████▊ | 41/213 [00:09<00:41, 4.14it/s]
>41, c[0.000,100], d[0.039,0.009], g[5.339]
Training on Epoch 49 =>: 20%|███████████ | 42/213 [00:10<00:41, 4.14it/s]
>42, c[0.000,100], d[0.042,0.030], g[4.954]
Training on Epoch 49 =>: 20%|███████████▎ | 43/213 [00:10<00:41, 4.13it/s]
>43, c[0.000,100], d[0.016,0.026], g[4.469]
Training on Epoch 49 =>: 21%|███████████▌ | 44/213 [00:10<00:40, 4.14it/s]
>44, c[0.000,100], d[0.035,0.007], g[3.890]
Training on Epoch 49 =>: 21%|███████████▊ | 45/213 [00:10<00:40, 4.15it/s]
>45, c[0.000,100], d[0.014,0.013], g[5.315]
Training on Epoch 49 =>: 22%|████████████ | 46/213 [00:11<00:40, 4.14it/s]
>46, c[0.000,100], d[0.004,0.028], g[3.863]
Training on Epoch 49 =>: 22%|████████████▎ | 47/213 [00:11<00:39, 4.16it/s]
>47, c[0.000,100], d[0.731,0.077], g[4.578]
Training on Epoch 49 =>: 23%|████████████▌ | 48/213 [00:11<00:39, 4.13it/s]
>48, c[0.000,100], d[0.003,0.245], g[3.096]
Training on Epoch 49 =>: 23%|████████████▉ | 49/213 [00:11<00:39, 4.14it/s]
>49, c[0.000,100], d[0.351,0.042], g[4.005]
Training on Epoch 49 =>: 23%|█████████████▏ | 50/213 [00:12<00:39, 4.15it/s]
>50, c[0.000,100], d[0.036,0.011], g[3.015]
Training on Epoch 49 =>: 24%|█████████████▍ | 51/213 [00:12<00:38, 4.16it/s]
>51, c[0.000,100], d[0.407,0.210], g[3.357]
Training on Epoch 49 =>: 24%|█████████████▋ | 52/213 [00:12<00:38, 4.16it/s]
>52, c[0.000,100], d[0.074,0.277], g[3.561]
Training on Epoch 49 =>: 25%|█████████████▉ | 53/213 [00:12<00:38, 4.16it/s]
>53, c[0.000,100], d[0.128,0.107], g[4.666]
Training on Epoch 49 =>: 25%|██████████████▏ | 54/213 [00:13<00:38, 4.16it/s]
>54, c[0.000,100], d[0.009,0.010], g[5.242]
Training on Epoch 49 =>: 26%|██████████████▍ | 55/213 [00:13<00:38, 4.10it/s]
>55, c[0.000,100], d[0.001,0.056], g[5.195]
Training on Epoch 49 =>: 26%|██████████████▋ | 56/213 [00:13<00:38, 4.11it/s]
>56, c[0.000,100], d[0.733,0.039], g[3.560]
Training on Epoch 49 =>: 27%|██████████████▉ | 57/213 [00:13<00:37, 4.13it/s]
>57, c[0.000,100], d[0.001,0.160], g[3.921]
Training on Epoch 49 =>: 27%|███████████████▏ | 58/213 [00:14<00:37, 4.14it/s]
>58, c[0.000,100], d[0.043,0.027], g[4.521]
Training on Epoch 49 =>: 28%|███████████████▌ | 59/213 [00:14<00:37, 4.14it/s]
>59, c[0.000,100], d[0.007,0.009], g[3.790]
Training on Epoch 49 =>: 28%|███████████████▊ | 60/213 [00:14<00:36, 4.15it/s]
>60, c[0.000,100], d[0.000,0.060], g[4.649]
Training on Epoch 49 =>: 29%|████████████████ | 61/213 [00:14<00:36, 4.13it/s]
>61, c[0.000,100], d[0.040,0.077], g[3.714]
Training on Epoch 49 =>: 29%|████████████████▎ | 62/213 [00:15<00:36, 4.12it/s]
>62, c[0.000,100], d[0.002,0.027], g[4.773]
Training on Epoch 49 =>: 30%|████████████████▌ | 63/213 [00:15<00:36, 4.13it/s]
>63, c[0.000,100], d[0.516,0.036], g[3.328]
Training on Epoch 49 =>: 30%|████████████████▊ | 64/213 [00:15<00:36, 4.13it/s]
>64, c[0.000,100], d[0.144,0.427], g[4.661]
Training on Epoch 49 =>: 31%|█████████████████ | 65/213 [00:15<00:35, 4.15it/s]
>65, c[0.000,100], d[0.826,0.014], g[3.608]
Training on Epoch 49 =>: 31%|█████████████████▎ | 66/213 [00:15<00:35, 4.17it/s]
>66, c[0.000,100], d[0.133,0.016], g[3.256]
Training on Epoch 49 =>: 31%|█████████████████▌ | 67/213 [00:16<00:35, 4.17it/s]
>67, c[0.000,100], d[0.032,0.296], g[4.925]
Training on Epoch 49 =>: 32%|█████████████████▉ | 68/213 [00:16<00:34, 4.17it/s]
>68, c[0.000,100], d[0.014,0.750], g[5.004]
Training on Epoch 49 =>: 32%|██████████████████▏ | 69/213 [00:16<00:34, 4.15it/s]
>69, c[0.000,100], d[0.382,0.103], g[4.082]
Training on Epoch 49 =>: 33%|██████████████████▍ | 70/213 [00:16<00:34, 4.15it/s]
>70, c[0.000,100], d[0.041,0.015], g[5.107]
Training on Epoch 49 =>: 33%|██████████████████▋ | 71/213 [00:17<00:34, 4.16it/s]
>71, c[0.000,100], d[0.105,0.026], g[3.679]
Training on Epoch 49 =>: 34%|██████████████████▉ | 72/213 [00:17<00:33, 4.16it/s]
>72, c[0.000,100], d[0.116,0.016], g[4.781]
Training on Epoch 49 =>: 34%|███████████████████▏ | 73/213 [00:17<00:33, 4.17it/s]
>73, c[0.000,100], d[0.009,0.128], g[5.026]
Training on Epoch 49 =>: 35%|███████████████████▍ | 74/213 [00:17<00:33, 4.16it/s]
>74, c[0.000,100], d[0.003,0.031], g[3.904]
Training on Epoch 49 =>: 35%|███████████████████▋ | 75/213 [00:18<00:33, 4.16it/s]
>75, c[0.000,100], d[0.395,0.044], g[3.655]
Training on Epoch 49 =>: 36%|███████████████████▉ | 76/213 [00:18<00:33, 4.14it/s]
>76, c[0.000,100], d[0.001,0.011], g[3.522]
Training on Epoch 49 =>: 36%|████████████████████▏ | 77/213 [00:18<00:32, 4.12it/s]
>77, c[0.000,100], d[0.022,0.024], g[3.318]
Training on Epoch 49 =>: 37%|████████████████████▌ | 78/213 [00:18<00:32, 4.14it/s]
>78, c[0.000,100], d[0.006,0.887], g[3.973]
Training on Epoch 49 =>: 37%|████████████████████▊ | 79/213 [00:19<00:32, 4.15it/s]
>79, c[0.001,100], d[0.001,0.059], g[5.169]
Training on Epoch 49 =>: 38%|█████████████████████ | 80/213 [00:19<00:32, 4.15it/s]
>80, c[0.000,100], d[0.034,0.026], g[5.352]
Training on Epoch 49 =>: 38%|█████████████████████▎ | 81/213 [00:19<00:31, 4.16it/s]
>81, c[0.000,100], d[0.065,0.032], g[5.522]
Training on Epoch 49 =>: 38%|█████████████████████▌ | 82/213 [00:19<00:31, 4.16it/s]
>82, c[0.000,100], d[0.163,0.012], g[5.202]
Training on Epoch 49 =>: 39%|█████████████████████▊ | 83/213 [00:20<00:31, 4.14it/s]
>83, c[0.000,100], d[0.047,0.018], g[3.872]
Training on Epoch 49 =>: 39%|██████████████████████ | 84/213 [00:20<00:31, 4.15it/s]
>84, c[0.000,100], d[0.504,0.025], g[3.052]
Training on Epoch 49 =>: 40%|██████████████████████▎ | 85/213 [00:20<00:30, 4.14it/s]
>85, c[0.000,100], d[0.005,0.096], g[3.279]
Training on Epoch 49 =>: 40%|██████████████████████▌ | 86/213 [00:20<00:30, 4.12it/s]
>86, c[0.000,100], d[0.008,0.009], g[3.906]
Training on Epoch 49 =>: 41%|██████████████████████▊ | 87/213 [00:21<00:30, 4.12it/s]
>87, c[0.000,100], d[0.003,0.239], g[6.020]
Training on Epoch 49 =>: 41%|███████████████████████▏ | 88/213 [00:21<00:31, 4.02it/s]
>88, c[0.000,100], d[0.026,0.011], g[5.193]
Training on Epoch 49 =>: 42%|███████████████████████▍ | 89/213 [00:21<00:30, 4.01it/s]
>89, c[0.000,100], d[0.009,0.007], g[4.544]
Training on Epoch 49 =>: 42%|███████████████████████▋ | 90/213 [00:21<00:31, 3.96it/s]
>90, c[0.000,100], d[0.203,0.083], g[5.072]
Training on Epoch 49 =>: 43%|███████████████████████▉ | 91/213 [00:22<00:30, 3.97it/s]
>91, c[0.000,100], d[0.374,0.190], g[4.741]
Training on Epoch 49 =>: 43%|████████████████████████▏ | 92/213 [00:22<00:30, 3.98it/s]
>92, c[0.000,100], d[0.002,0.150], g[5.025]
Training on Epoch 49 =>: 44%|████████████████████████▍ | 93/213 [00:22<00:30, 3.94it/s]
>93, c[0.000,100], d[0.061,0.007], g[4.346]
Training on Epoch 49 =>: 44%|████████████████████████▋ | 94/213 [00:22<00:30, 3.92it/s]
>94, c[0.000,100], d[0.076,0.031], g[5.020]
Training on Epoch 49 =>: 45%|████████████████████████▉ | 95/213 [00:23<00:30, 3.88it/s]
>95, c[0.000,100], d[0.021,0.365], g[4.915]
Training on Epoch 49 =>: 45%|█████████████████████████▏ | 96/213 [00:23<00:30, 3.89it/s]
>96, c[0.000,100], d[0.003,0.012], g[4.721]
Training on Epoch 49 =>: 46%|█████████████████████████▌ | 97/213 [00:23<00:29, 3.88it/s]
>97, c[0.000,100], d[0.035,0.008], g[5.387]
Training on Epoch 49 =>: 46%|█████████████████████████▊ | 98/213 [00:23<00:30, 3.73it/s]
>98, c[0.000,100], d[0.104,0.030], g[4.126]
Training on Epoch 49 =>: 46%|██████████████████████████ | 99/213 [00:24<00:36, 3.08it/s]
>99, c[0.000,100], d[0.237,0.008], g[4.605]
Training on Epoch 49 =>: 47%|█████████████████████████▊ | 100/213 [00:24<00:40, 2.79it/s]
>100, c[0.000,100], d[0.369,0.080], g[3.577]
Training on Epoch 49 =>: 47%|██████████████████████████ | 101/213 [00:25<00:43, 2.58it/s]
>101, c[0.000,100], d[0.002,0.159], g[4.621]
Training on Epoch 49 =>: 48%|██████████████████████████▎ | 102/213 [00:25<00:44, 2.47it/s]
>102, c[0.000,100], d[0.025,0.051], g[5.350]
Training on Epoch 49 =>: 48%|██████████████████████████▌ | 103/213 [00:26<00:45, 2.41it/s]
>103, c[0.000,100], d[0.000,0.014], g[4.037]
Training on Epoch 49 =>: 49%|██████████████████████████▊ | 104/213 [00:26<00:46, 2.35it/s]
>104, c[0.000,100], d[0.001,0.035], g[4.857]
Training on Epoch 49 =>: 49%|███████████████████████████ | 105/213 [00:26<00:39, 2.70it/s]
>105, c[0.000,100], d[1.122,0.040], g[2.867]
Training on Epoch 49 =>: 50%|███████████████████████████▎ | 106/213 [00:27<00:35, 3.02it/s]
>106, c[0.000,100], d[0.001,0.035], g[3.093]
Training on Epoch 49 =>: 50%|███████████████████████████▋ | 107/213 [00:27<00:32, 3.25it/s]
>107, c[0.000,100], d[0.010,0.062], g[2.531]
Training on Epoch 49 =>: 51%|███████████████████████████▉ | 108/213 [00:27<00:30, 3.44it/s]
>108, c[0.000,100], d[0.001,0.073], g[3.260]
Training on Epoch 49 =>: 51%|████████████████████████████▏ | 109/213 [00:27<00:29, 3.59it/s]
>109, c[0.000,100], d[0.000,0.269], g[3.424]
Training on Epoch 49 =>: 52%|████████████████████████████▍ | 110/213 [00:28<00:28, 3.64it/s]
>110, c[0.000,100], d[0.081,0.083], g[4.863]
Training on Epoch 49 =>: 52%|████████████████████████████▋ | 111/213 [00:28<00:27, 3.74it/s]
>111, c[0.000,100], d[0.008,0.118], g[5.845]
Training on Epoch 49 =>: 53%|████████████████████████████▉ | 112/213 [00:28<00:26, 3.84it/s]
>112, c[0.000,100], d[0.004,0.006], g[6.111]
Training on Epoch 49 =>: 53%|█████████████████████████████▏ | 113/213 [00:28<00:26, 3.82it/s]
>113, c[0.000,100], d[0.283,0.008], g[4.031]
Training on Epoch 49 =>: 54%|█████████████████████████████▍ | 114/213 [00:29<00:25, 3.86it/s]
>114, c[0.000,100], d[0.366,0.037], g[3.675]
Training on Epoch 49 =>: 54%|█████████████████████████████▋ | 115/213 [00:29<00:24, 3.92it/s]
>115, c[0.000,100], d[0.001,0.032], g[3.718]
Training on Epoch 49 =>: 54%|█████████████████████████████▉ | 116/213 [00:29<00:24, 3.98it/s]
>116, c[0.000,100], d[0.000,0.026], g[3.877]
Training on Epoch 49 =>: 55%|██████████████████████████████▏ | 117/213 [00:29<00:24, 4.00it/s]
>117, c[0.000,100], d[0.001,0.067], g[4.255]
Training on Epoch 49 =>: 55%|██████████████████████████████▍ | 118/213 [00:30<00:23, 4.03it/s]
>118, c[0.000,100], d[0.206,0.034], g[2.791]
Training on Epoch 49 =>: 56%|██████████████████████████████▋ | 119/213 [00:30<00:23, 4.00it/s]
>119, c[0.000,100], d[0.002,0.025], g[3.509]
Training on Epoch 49 =>: 56%|██████████████████████████████▉ | 120/213 [00:30<00:23, 3.96it/s]
>120, c[0.000,100], d[0.006,0.014], g[3.242]
Training on Epoch 49 =>: 57%|███████████████████████████████▏ | 121/213 [00:30<00:23, 4.00it/s]
>121, c[0.000,100], d[0.034,0.048], g[3.795]
Training on Epoch 49 =>: 57%|███████████████████████████████▌ | 122/213 [00:31<00:28, 3.25it/s]
>122, c[0.000,100], d[0.034,0.023], g[3.436]
Training on Epoch 49 =>: 58%|███████████████████████████████▊ | 123/213 [00:31<00:31, 2.85it/s]
>123, c[0.000,100], d[0.501,0.548], g[4.117]
Training on Epoch 49 =>: 58%|████████████████████████████████ | 124/213 [00:32<00:34, 2.62it/s]
>124, c[0.000,100], d[0.027,0.509], g[6.360]
Training on Epoch 49 =>: 59%|████████████████████████████████▎ | 125/213 [00:32<00:35, 2.49it/s]
>125, c[0.000,100], d[0.088,0.001], g[5.107]
Training on Epoch 49 =>: 59%|████████████████████████████████▌ | 126/213 [00:32<00:31, 2.74it/s]
>126, c[0.000,100], d[0.011,0.002], g[5.792]
Training on Epoch 49 =>: 60%|████████████████████████████████▊ | 127/213 [00:33<00:27, 3.07it/s]
>127, c[0.000,100], d[0.419,0.039], g[4.001]
Training on Epoch 49 =>: 60%|█████████████████████████████████ | 128/213 [00:33<00:25, 3.33it/s]
>128, c[0.000,100], d[0.148,0.076], g[3.919]
Training on Epoch 49 =>: 61%|█████████████████████████████████▎ | 129/213 [00:33<00:23, 3.53it/s]
>129, c[0.000,100], d[0.000,0.226], g[3.964]
Training on Epoch 49 =>: 61%|█████████████████████████████████▌ | 130/213 [00:33<00:22, 3.65it/s]
>130, c[0.000,100], d[0.084,0.016], g[3.324]
Training on Epoch 49 =>: 62%|█████████████████████████████████▊ | 131/213 [00:34<00:21, 3.79it/s]
>131, c[0.000,100], d[0.062,0.083], g[3.286]
Training on Epoch 49 =>: 62%|██████████████████████████████████ | 132/213 [00:34<00:20, 3.86it/s]
>132, c[0.000,100], d[0.000,0.143], g[4.256]
Training on Epoch 49 =>: 62%|██████████████████████████████████▎ | 133/213 [00:34<00:20, 3.96it/s]
>133, c[0.000,100], d[0.232,0.155], g[3.711]
Training on Epoch 49 =>: 63%|██████████████████████████████████▌ | 134/213 [00:34<00:19, 3.99it/s]
>134, c[0.000,100], d[0.001,0.182], g[4.662]
Training on Epoch 49 =>: 63%|██████████████████████████████████▊ | 135/213 [00:35<00:19, 4.01it/s]
>135, c[0.000,100], d[0.004,0.011], g[4.774]
Training on Epoch 49 =>: 64%|███████████████████████████████████ | 136/213 [00:35<00:19, 4.03it/s]
>136, c[0.000,100], d[0.022,0.006], g[4.723]
Training on Epoch 49 =>: 64%|███████████████████████████████████▍ | 137/213 [00:35<00:19, 3.98it/s]
>137, c[0.000,100], d[0.030,0.006], g[4.117]
Training on Epoch 49 =>: 65%|███████████████████████████████████▋ | 138/213 [00:35<00:18, 3.96it/s]
>138, c[0.000,100], d[0.000,0.065], g[4.619]
Training on Epoch 49 =>: 65%|███████████████████████████████████▉ | 139/213 [00:36<00:18, 4.01it/s]
>139, c[0.000,100], d[0.049,0.020], g[3.452]
Training on Epoch 49 =>: 66%|████████████████████████████████████▏ | 140/213 [00:36<00:18, 4.01it/s]
>140, c[0.000,100], d[0.484,0.017], g[2.342]
Training on Epoch 49 =>: 66%|████████████████████████████████████▍ | 141/213 [00:36<00:18, 4.00it/s]
>141, c[0.000,100], d[0.024,0.037], g[4.170]
Training on Epoch 49 =>: 67%|████████████████████████████████████▋ | 142/213 [00:36<00:18, 3.94it/s]
>142, c[0.000,100], d[0.529,0.120], g[1.961]
Training on Epoch 49 =>: 67%|████████████████████████████████████▉ | 143/213 [00:37<00:17, 3.98it/s]
>143, c[0.000,100], d[0.072,0.198], g[3.822]
Training on Epoch 49 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:37<00:17, 3.88it/s]
>144, c[0.000,100], d[0.003,0.017], g[4.069]
Training on Epoch 49 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:37<00:17, 3.83it/s]
>145, c[0.000,100], d[0.001,0.255], g[4.690]
Training on Epoch 49 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:37<00:17, 3.81it/s]
>146, c[0.000,100], d[0.123,0.026], g[4.953]
Training on Epoch 49 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:38<00:17, 3.87it/s]
>147, c[0.000,100], d[0.425,0.029], g[4.857]
Training on Epoch 49 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:38<00:16, 3.92it/s]
>148, c[0.000,100], d[0.006,0.065], g[4.533]
Training on Epoch 49 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:38<00:16, 3.81it/s]
>149, c[0.000,100], d[0.013,0.147], g[4.128]
Training on Epoch 49 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:38<00:16, 3.89it/s]
>150, c[0.000,100], d[0.010,0.009], g[4.741]
Training on Epoch 49 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:39<00:15, 3.94it/s]
>151, c[0.000,100], d[0.049,0.016], g[5.835]
Training on Epoch 49 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:39<00:15, 4.00it/s]
>152, c[0.000,100], d[0.026,0.031], g[5.474]
Training on Epoch 49 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:39<00:14, 4.01it/s]
>153, c[0.000,100], d[0.401,0.016], g[3.796]
Training on Epoch 49 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:39<00:14, 4.04it/s]
>154, c[0.000,100], d[0.003,0.045], g[3.743]
Training on Epoch 49 =>: 73%|████████████████████████████████████████ | 155/213 [00:40<00:14, 4.07it/s]
>155, c[0.000,100], d[0.000,0.021], g[4.382]
Training on Epoch 49 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:40<00:13, 4.09it/s]
>156, c[0.000,100], d[0.012,0.072], g[3.998]
Training on Epoch 49 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:40<00:13, 4.10it/s]
>157, c[0.000,100], d[0.000,0.020], g[3.985]
Training on Epoch 49 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:40<00:13, 4.12it/s]
>158, c[0.000,100], d[0.055,0.015], g[4.847]
Training on Epoch 49 =>: 75%|█████████████████████████████████████████ | 159/213 [00:41<00:13, 4.12it/s]
>159, c[0.000,100], d[0.046,0.168], g[4.225]
Training on Epoch 49 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:41<00:12, 4.11it/s]
>160, c[0.000,100], d[0.032,0.007], g[5.329]
Training on Epoch 49 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:41<00:12, 4.12it/s]
>161, c[0.000,100], d[0.001,0.020], g[5.080]
Training on Epoch 49 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:41<00:12, 4.13it/s]
>162, c[0.000,100], d[0.424,0.068], g[4.721]
Training on Epoch 49 =>: 77%|██████████████████████████████████████████ | 163/213 [00:42<00:12, 4.13it/s]
>163, c[0.000,100], d[0.005,0.009], g[3.697]
Training on Epoch 49 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:42<00:11, 4.13it/s]
>164, c[0.000,100], d[0.017,0.060], g[4.227]
Training on Epoch 49 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:42<00:11, 4.13it/s]
>165, c[0.000,100], d[0.019,0.008], g[3.650]
Training on Epoch 49 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:42<00:11, 4.13it/s]
>166, c[0.000,100], d[0.546,0.033], g[4.297]
Training on Epoch 49 =>: 78%|███████████████████████████████████████████ | 167/213 [00:43<00:11, 4.11it/s]
>167, c[0.000,100], d[0.000,0.297], g[4.601]
Training on Epoch 49 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:43<00:10, 4.12it/s]
>168, c[0.000,100], d[0.242,0.328], g[4.576]
Training on Epoch 49 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:43<00:10, 4.12it/s]
>169, c[0.000,100], d[0.056,0.012], g[5.240]
Training on Epoch 49 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:43<00:10, 4.13it/s]
>170, c[0.000,100], d[0.418,0.024], g[4.893]
Training on Epoch 49 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:44<00:10, 4.13it/s]
>171, c[0.000,100], d[0.000,0.034], g[3.327]
Training on Epoch 49 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:44<00:09, 4.13it/s]
>172, c[0.000,100], d[0.049,0.119], g[4.012]
Training on Epoch 49 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:44<00:09, 4.13it/s]
>173, c[0.000,100], d[0.007,0.020], g[4.000]
Training on Epoch 49 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:44<00:09, 4.12it/s]
>174, c[0.000,100], d[0.003,0.027], g[3.885]
Training on Epoch 49 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:44<00:09, 4.13it/s]
>175, c[0.000,100], d[0.091,0.086], g[3.432]
Training on Epoch 49 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:45<00:08, 4.14it/s]
>176, c[0.000,100], d[0.035,0.059], g[4.027]
Training on Epoch 49 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:45<00:08, 4.14it/s]
>177, c[0.000,100], d[0.008,0.023], g[4.704]
Training on Epoch 49 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:45<00:08, 4.14it/s]
>178, c[0.000,100], d[0.001,0.135], g[4.286]
Training on Epoch 49 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:45<00:08, 4.15it/s]
>179, c[0.000,100], d[0.217,0.011], g[4.828]
Training on Epoch 49 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:46<00:07, 4.17it/s]
>180, c[0.000,100], d[0.022,0.029], g[4.818]
Training on Epoch 49 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:46<00:07, 4.15it/s]
>181, c[0.000,100], d[0.002,0.039], g[3.908]
Training on Epoch 49 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:46<00:07, 4.16it/s]
>182, c[0.000,100], d[0.006,0.016], g[4.224]
Training on Epoch 49 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:46<00:07, 4.16it/s]
>183, c[0.000,100], d[0.143,0.037], g[4.124]
Training on Epoch 49 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:47<00:06, 4.16it/s]
>184, c[0.000,100], d[0.051,0.043], g[4.170]
Training on Epoch 49 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:47<00:06, 4.17it/s]
>185, c[0.000,100], d[0.088,0.044], g[4.095]
Training on Epoch 49 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:47<00:06, 4.17it/s]
>186, c[0.000,100], d[0.718,0.338], g[4.169]
Training on Epoch 49 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:47<00:06, 4.17it/s]
>187, c[0.000,100], d[0.002,0.019], g[4.071]
Training on Epoch 49 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:48<00:06, 4.12it/s]
>188, c[0.000,100], d[0.046,0.046], g[3.846]
Training on Epoch 49 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:48<00:05, 4.14it/s]
>189, c[0.000,100], d[0.000,0.064], g[3.829]
Training on Epoch 49 =>: 89%|█████████████████████████████████████████████████ | 190/213 [00:48<00:05, 4.14it/s]
>190, c[0.000,100], d[0.007,0.088], g[3.641]
Training on Epoch 49 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [00:48<00:05, 4.14it/s]
>191, c[0.001,100], d[0.209,0.018], g[4.017]
Training on Epoch 49 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [00:49<00:05, 4.15it/s]
>192, c[0.000,100], d[0.001,0.023], g[4.322]
Training on Epoch 49 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [00:49<00:04, 4.16it/s]
>193, c[0.000,100], d[0.003,0.025], g[5.000]
Training on Epoch 49 =>: 91%|██████████████████████████████████████████████████ | 194/213 [00:49<00:04, 3.91it/s]
>194, c[0.004,100], d[0.020,0.016], g[4.124]
Training on Epoch 49 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [00:50<00:05, 3.18it/s]
>195, c[0.000,100], d[0.000,0.234], g[4.468]
Training on Epoch 49 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [00:50<00:05, 2.84it/s]
>196, c[0.000,100], d[0.000,0.025], g[5.149]
Training on Epoch 49 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [00:50<00:06, 2.64it/s]
>197, c[0.000,100], d[0.020,0.015], g[5.371]
Training on Epoch 49 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [00:51<00:05, 2.53it/s]
>198, c[0.000,100], d[0.122,0.006], g[4.430]
Training on Epoch 49 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [00:51<00:04, 2.86it/s]
>199, c[0.000,100], d[0.003,0.335], g[4.939]
Training on Epoch 49 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [00:51<00:04, 3.17it/s]
>200, c[0.000,100], d[0.001,0.009], g[6.024]
Training on Epoch 49 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [00:52<00:03, 3.42it/s]
>201, c[0.000,100], d[0.052,0.002], g[4.889]
Training on Epoch 49 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [00:52<00:03, 3.59it/s]
>202, c[0.000,100], d[0.142,0.013], g[4.834]
Training on Epoch 49 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [00:52<00:02, 3.74it/s]
>203, c[0.000,100], d[0.006,0.032], g[4.894]
Training on Epoch 49 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [00:52<00:02, 3.89it/s]
>204, c[0.000,100], d[0.000,0.040], g[5.731]
Training on Epoch 49 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [00:53<00:02, 3.62it/s]
>205, c[0.000,100], d[0.070,0.016], g[3.656]
Training on Epoch 49 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [00:53<00:02, 3.08it/s]
>206, c[0.000,100], d[0.001,0.008], g[5.099]
Training on Epoch 49 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [00:54<00:02, 2.78it/s]
>207, c[0.000,100], d[0.000,0.033], g[4.771]
Training on Epoch 49 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [00:54<00:01, 2.59it/s]
>208, c[0.000,100], d[0.073,0.018], g[4.616]
Training on Epoch 49 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [00:54<00:01, 2.48it/s]
>209, c[0.000,100], d[0.000,0.103], g[4.984]
Training on Epoch 49 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [00:55<00:01, 2.41it/s]
>210, c[0.000,100], d[0.003,0.034], g[5.089]
Training on Epoch 49 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [00:55<00:00, 2.37it/s]
>211, c[0.000,100], d[0.094,0.008], g[5.297]
Training on Epoch 49 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [00:56<00:00, 2.50it/s]
>212, c[0.000,100], d[0.025,0.026], g[4.629]
Training on Epoch 49 =>: 100%|███████████████████████████████████████████████████████| 213/213 [00:56<00:00, 3.78it/s]
>213, c[0.000,100], d[0.267,0.032], g[3.907]
EPOCHS =>: 98%|██████████████████████████████████████████████████████████████████▋ | 49/50 [2:27:27<04:03, 243.80s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
Training on Epoch 50 =>: 0%| | 0/213 [00:00<?, ?it/s] Training on Epoch 50 =>: 0%|▎ | 1/213 [00:00<00:53, 3.94it/s]
>1, c[0.000,100], d[0.001,0.186], g[5.178]
Training on Epoch 50 =>: 1%|▌ | 2/213 [00:00<00:56, 3.74it/s]
>2, c[0.000,100], d[0.004,0.015], g[5.038]
Training on Epoch 50 =>: 1%|▊ | 3/213 [00:00<00:53, 3.96it/s]
>3, c[0.000,100], d[0.115,0.079], g[4.377]
Training on Epoch 50 =>: 2%|█ | 4/213 [00:01<00:51, 4.06it/s]
>4, c[0.000,100], d[0.023,0.013], g[4.030]
Training on Epoch 50 =>: 2%|█▎ | 5/213 [00:01<00:50, 4.10it/s]
>5, c[0.000,100], d[0.002,0.005], g[4.901]
Training on Epoch 50 =>: 3%|█▌ | 6/213 [00:01<00:50, 4.08it/s]
>6, c[0.000,100], d[0.171,0.130], g[5.348]
Training on Epoch 50 =>: 3%|█▊ | 7/213 [00:01<00:50, 4.07it/s]
>7, c[0.000,100], d[0.113,0.019], g[4.669]
Training on Epoch 50 =>: 4%|██▏ | 8/213 [00:01<00:50, 4.07it/s]
>8, c[0.000,100], d[0.001,0.068], g[5.350]
Training on Epoch 50 =>: 4%|██▍ | 9/213 [00:02<00:49, 4.13it/s]
>9, c[0.000,100], d[0.001,0.009], g[4.662]
Training on Epoch 50 =>: 5%|██▋ | 10/213 [00:02<00:49, 4.09it/s]
>10, c[0.000,100], d[0.010,0.042], g[5.228]
Training on Epoch 50 =>: 5%|██▉ | 11/213 [00:02<00:49, 4.09it/s]
>11, c[0.000,100], d[0.001,0.013], g[5.359]
Training on Epoch 50 =>: 6%|███▏ | 12/213 [00:02<00:48, 4.12it/s]
>12, c[0.000,100], d[0.048,0.015], g[5.925]
Training on Epoch 50 =>: 6%|███▍ | 13/213 [00:03<00:48, 4.12it/s]
>13, c[0.000,100], d[0.000,0.014], g[4.850]
Training on Epoch 50 =>: 7%|███▋ | 14/213 [00:03<00:48, 4.14it/s]
>14, c[0.000,100], d[0.531,0.038], g[3.833]
Training on Epoch 50 =>: 7%|███▉ | 15/213 [00:03<00:47, 4.15it/s]
>15, c[0.000,100], d[0.015,0.113], g[4.136]
Training on Epoch 50 =>: 8%|████▏ | 16/213 [00:03<00:47, 4.14it/s]
>16, c[0.000,100], d[0.007,0.012], g[4.207]
Training on Epoch 50 =>: 8%|████▍ | 17/213 [00:04<00:47, 4.16it/s]
>17, c[0.000,100], d[0.025,0.011], g[5.124]
Training on Epoch 50 =>: 8%|████▋ | 18/213 [00:04<00:46, 4.16it/s]
>18, c[0.000,100], d[0.000,0.004], g[4.954]
Training on Epoch 50 =>: 9%|████▉ | 19/213 [00:04<00:46, 4.16it/s]
>19, c[0.000,100], d[0.000,0.008], g[4.315]
Training on Epoch 50 =>: 9%|█████▎ | 20/213 [00:04<00:46, 4.13it/s]
>20, c[0.000,100], d[0.001,0.012], g[3.612]
Training on Epoch 50 =>: 10%|█████▌ | 21/213 [00:05<00:46, 4.13it/s]
>21, c[0.000,100], d[0.004,0.100], g[5.146]
Training on Epoch 50 =>: 10%|█████▊ | 22/213 [00:05<00:45, 4.16it/s]
>22, c[0.001,100], d[0.720,0.019], g[4.101]
Training on Epoch 50 =>: 11%|██████ | 23/213 [00:05<00:45, 4.17it/s]
>23, c[0.000,100], d[0.000,0.051], g[3.599]
Training on Epoch 50 =>: 11%|██████▎ | 24/213 [00:05<00:45, 4.17it/s]
>24, c[0.000,100], d[0.013,0.152], g[5.528]
Training on Epoch 50 =>: 12%|██████▌ | 25/213 [00:06<00:45, 4.15it/s]
>25, c[0.000,100], d[0.030,0.017], g[5.072]
Training on Epoch 50 =>: 12%|██████▊ | 26/213 [00:06<00:45, 4.15it/s]
>26, c[0.000,100], d[0.003,0.006], g[4.423]
Training on Epoch 50 =>: 13%|███████ | 27/213 [00:06<00:44, 4.14it/s]
>27, c[0.000,100], d[0.005,0.016], g[4.191]
Training on Epoch 50 =>: 13%|███████▎ | 28/213 [00:06<00:44, 4.14it/s]
>28, c[0.000,100], d[0.045,0.011], g[4.972]
Training on Epoch 50 =>: 14%|███████▌ | 29/213 [00:07<00:44, 4.14it/s]
>29, c[0.000,100], d[0.003,0.042], g[4.754]
Training on Epoch 50 =>: 14%|███████▉ | 30/213 [00:07<00:44, 4.14it/s]
>30, c[0.000,100], d[0.000,0.121], g[5.639]
Training on Epoch 50 =>: 15%|████████▏ | 31/213 [00:07<00:43, 4.15it/s]
>31, c[0.000,100], d[0.018,0.004], g[4.580]
Training on Epoch 50 =>: 15%|████████▍ | 32/213 [00:07<00:43, 4.15it/s]
>32, c[0.000,100], d[0.000,0.003], g[5.704]
Training on Epoch 50 =>: 15%|████████▋ | 33/213 [00:08<00:43, 4.15it/s]
>33, c[0.000,100], d[0.001,0.002], g[7.281]
Training on Epoch 50 =>: 16%|████████▉ | 34/213 [00:08<00:43, 4.14it/s]
>34, c[0.000,100], d[0.041,0.026], g[6.623]
Training on Epoch 50 =>: 16%|█████████▏ | 35/213 [00:08<00:42, 4.16it/s]
>35, c[0.000,100], d[0.012,0.002], g[5.080]
Training on Epoch 50 =>: 17%|█████████▍ | 36/213 [00:08<00:42, 4.17it/s]
>36, c[0.000,100], d[0.000,0.070], g[6.271]
Training on Epoch 50 =>: 17%|█████████▋ | 37/213 [00:08<00:42, 4.17it/s]
>37, c[0.000,100], d[0.007,0.003], g[5.582]
Training on Epoch 50 =>: 18%|█████████▉ | 38/213 [00:09<00:41, 4.17it/s]
>38, c[0.000,100], d[1.122,0.007], g[5.185]
Training on Epoch 50 =>: 18%|██████████▎ | 39/213 [00:09<00:41, 4.16it/s]
>39, c[0.000,100], d[0.002,0.049], g[4.208]
Training on Epoch 50 =>: 19%|██████████▌ | 40/213 [00:09<00:41, 4.16it/s]
>40, c[0.000,100], d[1.635,0.015], g[2.894]
Training on Epoch 50 =>: 19%|██████████▊ | 41/213 [00:09<00:41, 4.14it/s]
>41, c[0.000,100], d[0.001,0.066], g[2.711]
Training on Epoch 50 =>: 20%|███████████ | 42/213 [00:10<00:41, 4.14it/s]
>42, c[0.000,100], d[0.017,0.239], g[3.518]
Training on Epoch 50 =>: 20%|███████████▎ | 43/213 [00:10<00:40, 4.15it/s]
>43, c[0.000,100], d[0.010,0.093], g[3.249]
Training on Epoch 50 =>: 21%|███████████▌ | 44/213 [00:10<00:40, 4.14it/s]
>44, c[0.000,100], d[0.001,0.100], g[5.142]
Training on Epoch 50 =>: 21%|███████████▊ | 45/213 [00:10<00:40, 4.14it/s]
>45, c[0.000,100], d[0.096,0.010], g[5.021]
Training on Epoch 50 =>: 22%|████████████ | 46/213 [00:11<00:40, 4.14it/s]
>46, c[0.000,100], d[0.001,0.015], g[4.435]
Training on Epoch 50 =>: 22%|████████████▎ | 47/213 [00:11<00:39, 4.15it/s]
>47, c[0.003,100], d[0.004,0.027], g[5.499]
Training on Epoch 50 =>: 23%|████████████▌ | 48/213 [00:11<00:39, 4.13it/s]
>48, c[0.000,100], d[0.002,0.060], g[5.097]
Training on Epoch 50 =>: 23%|████████████▉ | 49/213 [00:11<00:39, 4.14it/s]
>49, c[0.003,100], d[0.008,0.209], g[6.306]
Training on Epoch 50 =>: 23%|█████████████▏ | 50/213 [00:12<00:39, 4.15it/s]
>50, c[0.000,100], d[0.094,0.003], g[5.249]
Training on Epoch 50 =>: 24%|█████████████▍ | 51/213 [00:12<00:38, 4.16it/s]
>51, c[0.000,100], d[0.311,0.017], g[4.177]
Training on Epoch 50 =>: 24%|█████████████▋ | 52/213 [00:12<00:38, 4.16it/s]
>52, c[0.000,100], d[0.018,0.035], g[3.219]
Training on Epoch 50 =>: 25%|█████████████▉ | 53/213 [00:12<00:38, 4.15it/s]
>53, c[0.000,100], d[0.045,0.046], g[3.628]
Training on Epoch 50 =>: 25%|██████████████▏ | 54/213 [00:13<00:38, 4.15it/s]
>54, c[0.000,100], d[0.000,0.907], g[5.149]
Training on Epoch 50 =>: 26%|██████████████▍ | 55/213 [00:13<00:38, 4.10it/s]
>55, c[0.000,100], d[0.012,0.012], g[4.951]
Training on Epoch 50 =>: 26%|██████████████▋ | 56/213 [00:13<00:38, 4.11it/s]
>56, c[0.000,100], d[0.010,0.062], g[7.289]
Training on Epoch 50 =>: 27%|██████████████▉ | 57/213 [00:13<00:37, 4.11it/s]
>57, c[0.000,100], d[0.090,0.003], g[6.336]
Training on Epoch 50 =>: 27%|███████████████▏ | 58/213 [00:14<00:37, 4.13it/s]
>58, c[0.000,100], d[0.001,0.009], g[5.048]
Training on Epoch 50 =>: 28%|███████████████▌ | 59/213 [00:14<00:37, 4.14it/s]
>59, c[0.000,100], d[0.004,0.293], g[5.903]
Training on Epoch 50 =>: 28%|███████████████▊ | 60/213 [00:14<00:36, 4.14it/s]
>60, c[0.000,100], d[0.047,0.002], g[6.326]
Training on Epoch 50 =>: 29%|████████████████ | 61/213 [00:14<00:36, 4.15it/s]
>61, c[0.000,100], d[0.097,0.005], g[6.171]
Training on Epoch 50 =>: 29%|████████████████▎ | 62/213 [00:15<00:36, 4.13it/s]
>62, c[0.000,100], d[0.021,0.039], g[4.693]
Training on Epoch 50 =>: 30%|████████████████▌ | 63/213 [00:15<00:36, 4.14it/s]
>63, c[0.000,100], d[0.105,0.082], g[5.567]
Training on Epoch 50 =>: 30%|████████████████▊ | 64/213 [00:15<00:35, 4.14it/s]
>64, c[0.000,100], d[0.217,0.004], g[4.979]
Training on Epoch 50 =>: 31%|█████████████████ | 65/213 [00:15<00:35, 4.16it/s]
>65, c[0.000,100], d[0.002,0.016], g[5.136]
Training on Epoch 50 =>: 31%|█████████████████▎ | 66/213 [00:15<00:35, 4.16it/s]
>66, c[0.000,100], d[0.005,0.015], g[5.594]
Training on Epoch 50 =>: 31%|█████████████████▌ | 67/213 [00:16<00:35, 4.15it/s]
>67, c[0.000,100], d[0.001,0.024], g[4.658]
Training on Epoch 50 =>: 32%|█████████████████▉ | 68/213 [00:16<00:34, 4.15it/s]
>68, c[0.000,100], d[0.007,0.009], g[5.600]
Training on Epoch 50 =>: 32%|██████████████████▏ | 69/213 [00:16<00:34, 4.14it/s]
>69, c[0.000,100], d[0.002,0.004], g[4.385]
Training on Epoch 50 =>: 33%|██████████████████▍ | 70/213 [00:16<00:34, 4.15it/s]
>70, c[0.000,100], d[0.010,0.006], g[5.692]
Training on Epoch 50 =>: 33%|██████████████████▋ | 71/213 [00:17<00:34, 4.14it/s]
>71, c[0.000,100], d[0.021,0.007], g[3.765]
Training on Epoch 50 =>: 34%|██████████████████▉ | 72/213 [00:17<00:34, 4.13it/s]
>72, c[0.000,100], d[0.007,0.011], g[4.615]
Training on Epoch 50 =>: 34%|███████████████████▏ | 73/213 [00:17<00:33, 4.13it/s]
>73, c[0.000,100], d[0.004,0.247], g[6.444]
Training on Epoch 50 =>: 35%|███████████████████▍ | 74/213 [00:17<00:33, 4.14it/s]
>74, c[0.001,100], d[1.927,0.012], g[4.147]
Training on Epoch 50 =>: 35%|███████████████████▋ | 75/213 [00:18<00:33, 4.15it/s]
>75, c[0.000,100], d[0.001,0.495], g[4.740]
Training on Epoch 50 =>: 36%|███████████████████▉ | 76/213 [00:18<00:33, 4.12it/s]
>76, c[0.000,100], d[0.111,0.018], g[4.462]
Training on Epoch 50 =>: 36%|████████████████████▏ | 77/213 [00:18<00:34, 3.96it/s]
>77, c[0.000,100], d[0.008,0.012], g[4.030]
Training on Epoch 50 =>: 37%|████████████████████▌ | 78/213 [00:18<00:33, 3.99it/s]
>78, c[0.000,100], d[0.107,0.133], g[3.993]
Training on Epoch 50 =>: 37%|████████████████████▊ | 79/213 [00:19<00:33, 4.03it/s]
>79, c[0.000,100], d[0.066,0.032], g[4.376]
Training on Epoch 50 =>: 38%|█████████████████████ | 80/213 [00:19<00:32, 4.06it/s]
>80, c[0.000,100], d[0.000,0.009], g[4.116]
Training on Epoch 50 =>: 38%|█████████████████████▎ | 81/213 [00:19<00:32, 4.08it/s]
>81, c[0.000,100], d[0.014,0.017], g[3.989]
Training on Epoch 50 =>: 38%|█████████████████████▌ | 82/213 [00:19<00:31, 4.11it/s]
>82, c[0.000,100], d[0.005,0.021], g[4.107]
Training on Epoch 50 =>: 39%|█████████████████████▊ | 83/213 [00:20<00:31, 4.10it/s]
>83, c[0.000,100], d[0.001,0.015], g[3.449]
Training on Epoch 50 =>: 39%|██████████████████████ | 84/213 [00:20<00:31, 4.12it/s]
>84, c[0.000,100], d[0.011,0.013], g[3.871]
Training on Epoch 50 =>: 40%|██████████████████████▎ | 85/213 [00:20<00:30, 4.13it/s]
>85, c[0.000,100], d[0.005,0.039], g[4.436]
Training on Epoch 50 =>: 40%|██████████████████████▌ | 86/213 [00:20<00:30, 4.15it/s]
>86, c[0.000,100], d[0.824,0.047], g[3.857]
Training on Epoch 50 =>: 41%|██████████████████████▊ | 87/213 [00:21<00:30, 4.16it/s]
>87, c[0.000,100], d[0.017,0.023], g[4.005]
Training on Epoch 50 =>: 41%|███████████████████████▏ | 88/213 [00:21<00:30, 4.16it/s]
>88, c[0.000,100], d[0.000,0.087], g[4.375]
Training on Epoch 50 =>: 42%|███████████████████████▍ | 89/213 [00:21<00:29, 4.16it/s]
>89, c[0.000,100], d[0.032,0.084], g[3.370]
Training on Epoch 50 =>: 42%|███████████████████████▋ | 90/213 [00:21<00:29, 4.14it/s]
>90, c[0.000,100], d[0.002,0.014], g[4.088]
Training on Epoch 50 =>: 43%|███████████████████████▉ | 91/213 [00:22<00:29, 4.14it/s]
>91, c[0.000,100], d[0.002,0.021], g[3.559]
Training on Epoch 50 =>: 43%|████████████████████████▏ | 92/213 [00:22<00:29, 4.13it/s]
>92, c[0.000,100], d[0.002,0.008], g[4.217]
Training on Epoch 50 =>: 44%|████████████████████████▍ | 93/213 [00:22<00:28, 4.15it/s]
>93, c[0.000,100], d[0.392,0.018], g[3.759]
Training on Epoch 50 =>: 44%|████████████████████████▋ | 94/213 [00:22<00:28, 4.15it/s]
>94, c[0.000,100], d[0.000,0.037], g[3.660]
Training on Epoch 50 =>: 45%|████████████████████████▉ | 95/213 [00:23<00:28, 4.15it/s]
>95, c[0.000,100], d[0.003,0.021], g[3.435]
Training on Epoch 50 =>: 45%|█████████████████████████▏ | 96/213 [00:23<00:28, 4.16it/s]
>96, c[0.000,100], d[0.000,0.070], g[4.480]
Training on Epoch 50 =>: 46%|█████████████████████████▌ | 97/213 [00:23<00:28, 4.11it/s]
>97, c[0.000,100], d[0.003,0.031], g[3.790]
Training on Epoch 50 =>: 46%|█████████████████████████▊ | 98/213 [00:23<00:27, 4.12it/s]
>98, c[0.000,100], d[0.001,0.014], g[4.144]
Training on Epoch 50 =>: 46%|██████████████████████████ | 99/213 [00:23<00:27, 4.14it/s]
>99, c[0.000,100], d[0.002,0.013], g[3.711]
Training on Epoch 50 =>: 47%|█████████████████████████▊ | 100/213 [00:24<00:27, 4.13it/s]
>100, c[0.000,100], d[0.001,0.118], g[4.805]
Training on Epoch 50 =>: 47%|██████████████████████████ | 101/213 [00:24<00:27, 4.13it/s]
>101, c[0.000,100], d[1.193,0.073], g[3.724]
Training on Epoch 50 =>: 48%|██████████████████████████▎ | 102/213 [00:24<00:26, 4.14it/s]
>102, c[0.000,100], d[0.000,0.179], g[4.041]
Training on Epoch 50 =>: 48%|██████████████████████████▌ | 103/213 [00:24<00:26, 4.15it/s]
>103, c[0.000,100], d[0.001,0.083], g[4.753]
Training on Epoch 50 =>: 49%|██████████████████████████▊ | 104/213 [00:25<00:26, 4.12it/s]
>104, c[0.000,100], d[0.001,0.008], g[4.620]
Training on Epoch 50 =>: 49%|███████████████████████████ | 105/213 [00:25<00:26, 4.13it/s]
>105, c[0.000,100], d[0.014,0.008], g[3.743]
Training on Epoch 50 =>: 50%|███████████████████████████▎ | 106/213 [00:25<00:25, 4.14it/s]
>106, c[0.000,100], d[0.003,0.039], g[4.030]
Training on Epoch 50 =>: 50%|███████████████████████████▋ | 107/213 [00:25<00:25, 4.14it/s]
>107, c[0.000,100], d[0.001,0.007], g[5.165]
Training on Epoch 50 =>: 51%|███████████████████████████▉ | 108/213 [00:26<00:25, 4.13it/s]
>108, c[0.000,100], d[0.014,0.006], g[4.590]
Training on Epoch 50 =>: 51%|████████████████████████████▏ | 109/213 [00:26<00:25, 4.14it/s]
>109, c[0.000,100], d[0.191,0.033], g[3.498]
Training on Epoch 50 =>: 52%|████████████████████████████▍ | 110/213 [00:26<00:24, 4.15it/s]
>110, c[0.000,100], d[0.001,0.018], g[4.366]
Training on Epoch 50 =>: 52%|████████████████████████████▋ | 111/213 [00:26<00:24, 4.12it/s]
>111, c[0.000,100], d[0.000,0.021], g[3.958]
Training on Epoch 50 =>: 53%|████████████████████████████▉ | 112/213 [00:27<00:24, 4.12it/s]
>112, c[0.000,100], d[0.002,0.204], g[4.305]
Training on Epoch 50 =>: 53%|█████████████████████████████▏ | 113/213 [00:27<00:24, 4.13it/s]
>113, c[0.000,100], d[0.007,0.144], g[6.065]
Training on Epoch 50 =>: 54%|█████████████████████████████▍ | 114/213 [00:27<00:23, 4.14it/s]
>114, c[0.000,100], d[0.232,0.005], g[5.611]
Training on Epoch 50 =>: 54%|█████████████████████████████▋ | 115/213 [00:27<00:23, 4.14it/s]
>115, c[0.000,100], d[0.005,0.011], g[5.654]
Training on Epoch 50 =>: 54%|█████████████████████████████▉ | 116/213 [00:28<00:23, 4.15it/s]
>116, c[0.000,100], d[0.425,0.047], g[4.396]
Training on Epoch 50 =>: 55%|██████████████████████████████▏ | 117/213 [00:28<00:23, 4.15it/s]
>117, c[0.000,100], d[0.000,0.138], g[5.400]
Training on Epoch 50 =>: 55%|██████████████████████████████▍ | 118/213 [00:28<00:22, 4.13it/s]
>118, c[0.000,100], d[0.015,0.037], g[4.867]
Training on Epoch 50 =>: 56%|██████████████████████████████▋ | 119/213 [00:28<00:22, 4.15it/s]
>119, c[0.000,100], d[0.029,0.013], g[4.779]
Training on Epoch 50 =>: 56%|██████████████████████████████▉ | 120/213 [00:29<00:22, 4.15it/s]
>120, c[0.000,100], d[0.008,0.055], g[5.098]
Training on Epoch 50 =>: 57%|███████████████████████████████▏ | 121/213 [00:29<00:22, 4.14it/s]
>121, c[0.000,100], d[0.536,0.168], g[4.589]
Training on Epoch 50 =>: 57%|███████████████████████████████▌ | 122/213 [00:29<00:21, 4.15it/s]
>122, c[0.000,100], d[0.109,0.160], g[5.557]
Training on Epoch 50 =>: 58%|███████████████████████████████▊ | 123/213 [00:29<00:21, 4.15it/s]
>123, c[0.000,100], d[0.002,0.002], g[5.807]
Training on Epoch 50 =>: 58%|████████████████████████████████ | 124/213 [00:30<00:21, 4.16it/s]
>124, c[0.000,100], d[0.002,0.033], g[7.605]
Training on Epoch 50 =>: 59%|████████████████████████████████▎ | 125/213 [00:30<00:21, 4.14it/s]
>125, c[0.000,100], d[0.000,0.022], g[6.999]
Training on Epoch 50 =>: 59%|████████████████████████████████▌ | 126/213 [00:30<00:20, 4.15it/s]
>126, c[0.000,100], d[0.077,0.005], g[5.631]
Training on Epoch 50 =>: 60%|████████████████████████████████▊ | 127/213 [00:30<00:21, 4.07it/s]
>127, c[0.000,100], d[0.020,0.029], g[4.834]
Training on Epoch 50 =>: 60%|█████████████████████████████████ | 128/213 [00:30<00:20, 4.09it/s]
>128, c[0.000,100], d[0.027,0.110], g[4.763]
Training on Epoch 50 =>: 61%|█████████████████████████████████▎ | 129/213 [00:31<00:20, 4.09it/s]
>129, c[0.000,100], d[0.000,0.027], g[4.765]
Training on Epoch 50 =>: 61%|█████████████████████████████████▌ | 130/213 [00:31<00:20, 4.10it/s]
>130, c[0.000,100], d[0.106,0.004], g[4.226]
Training on Epoch 50 =>: 62%|█████████████████████████████████▊ | 131/213 [00:31<00:19, 4.12it/s]
>131, c[0.000,100], d[0.007,0.540], g[6.345]
Training on Epoch 50 =>: 62%|██████████████████████████████████ | 132/213 [00:31<00:19, 4.11it/s]
>132, c[0.000,100], d[0.751,0.018], g[4.502]
Training on Epoch 50 =>: 62%|██████████████████████████████████▎ | 133/213 [00:32<00:19, 4.11it/s]
>133, c[0.000,100], d[0.123,0.243], g[4.409]
Training on Epoch 50 =>: 63%|██████████████████████████████████▌ | 134/213 [00:32<00:19, 4.13it/s]
>134, c[0.000,100], d[0.000,0.014], g[5.235]
Training on Epoch 50 =>: 63%|██████████████████████████████████▊ | 135/213 [00:32<00:18, 4.14it/s]
>135, c[0.000,100], d[0.123,0.008], g[5.371]
Training on Epoch 50 =>: 64%|███████████████████████████████████ | 136/213 [00:32<00:18, 4.14it/s]
>136, c[0.000,100], d[0.145,0.011], g[3.906]
Training on Epoch 50 =>: 64%|███████████████████████████████████▍ | 137/213 [00:33<00:18, 4.15it/s]
>137, c[0.000,100], d[0.004,0.019], g[4.106]
Training on Epoch 50 =>: 65%|███████████████████████████████████▋ | 138/213 [00:33<00:18, 4.16it/s]
>138, c[0.000,100], d[0.001,0.128], g[3.674]
Training on Epoch 50 =>: 65%|███████████████████████████████████▉ | 139/213 [00:33<00:17, 4.13it/s]
>139, c[0.000,100], d[0.458,0.013], g[4.088]
Training on Epoch 50 =>: 66%|████████████████████████████████████▏ | 140/213 [00:33<00:17, 4.13it/s]
>140, c[0.000,100], d[0.062,0.423], g[4.270]
Training on Epoch 50 =>: 66%|████████████████████████████████████▍ | 141/213 [00:34<00:17, 4.13it/s]
>141, c[0.000,100], d[0.002,0.011], g[5.105]
Training on Epoch 50 =>: 67%|████████████████████████████████████▋ | 142/213 [00:34<00:17, 4.14it/s]
>142, c[0.000,100], d[0.063,0.007], g[5.686]
Training on Epoch 50 =>: 67%|████████████████████████████████████▉ | 143/213 [00:34<00:16, 4.15it/s]
>143, c[0.000,100], d[0.588,0.011], g[4.377]
Training on Epoch 50 =>: 68%|█████████████████████████████████████▏ | 144/213 [00:34<00:16, 4.15it/s]
>144, c[0.000,100], d[0.003,0.135], g[5.733]
Training on Epoch 50 =>: 68%|█████████████████████████████████████▍ | 145/213 [00:35<00:16, 4.16it/s]
>145, c[0.000,100], d[0.005,0.032], g[4.278]
Training on Epoch 50 =>: 69%|█████████████████████████████████████▋ | 146/213 [00:35<00:16, 4.14it/s]
>146, c[0.000,100], d[0.000,0.045], g[4.659]
Training on Epoch 50 =>: 69%|█████████████████████████████████████▉ | 147/213 [00:35<00:15, 4.15it/s]
>147, c[0.000,100], d[0.224,0.123], g[5.179]
Training on Epoch 50 =>: 69%|██████████████████████████████████████▏ | 148/213 [00:35<00:15, 4.16it/s]
>148, c[0.000,100], d[0.002,0.055], g[4.939]
Training on Epoch 50 =>: 70%|██████████████████████████████████████▍ | 149/213 [00:36<00:15, 4.03it/s]
>149, c[0.000,100], d[0.005,0.051], g[4.164]
Training on Epoch 50 =>: 70%|██████████████████████████████████████▋ | 150/213 [00:36<00:15, 4.02it/s]
>150, c[0.000,100], d[0.005,0.025], g[4.976]
Training on Epoch 50 =>: 71%|██████████████████████████████████████▉ | 151/213 [00:36<00:15, 4.06it/s]
>151, c[0.000,100], d[0.054,0.012], g[4.611]
Training on Epoch 50 =>: 71%|███████████████████████████████████████▏ | 152/213 [00:36<00:14, 4.09it/s]
>152, c[0.000,100], d[0.001,0.108], g[5.206]
Training on Epoch 50 =>: 72%|███████████████████████████████████████▌ | 153/213 [00:37<00:14, 4.09it/s]
>153, c[0.000,100], d[0.019,0.020], g[5.705]
Training on Epoch 50 =>: 72%|███████████████████████████████████████▊ | 154/213 [00:37<00:14, 4.11it/s]
>154, c[0.000,100], d[0.043,0.007], g[4.818]
Training on Epoch 50 =>: 73%|████████████████████████████████████████ | 155/213 [00:37<00:14, 4.12it/s]
>155, c[0.000,100], d[0.009,0.197], g[5.458]
Training on Epoch 50 =>: 73%|████████████████████████████████████████▎ | 156/213 [00:37<00:13, 4.13it/s]
>156, c[0.000,100], d[0.004,0.002], g[5.144]
Training on Epoch 50 =>: 74%|████████████████████████████████████████▌ | 157/213 [00:38<00:13, 4.14it/s]
>157, c[0.000,100], d[0.023,0.022], g[4.065]
Training on Epoch 50 =>: 74%|████████████████████████████████████████▊ | 158/213 [00:38<00:13, 4.15it/s]
>158, c[0.000,100], d[0.015,0.016], g[5.746]
Training on Epoch 50 =>: 75%|█████████████████████████████████████████ | 159/213 [00:38<00:13, 4.15it/s]
>159, c[0.000,100], d[0.007,0.003], g[5.894]
Training on Epoch 50 =>: 75%|█████████████████████████████████████████▎ | 160/213 [00:38<00:12, 4.14it/s]
>160, c[0.000,100], d[0.005,0.009], g[4.539]
Training on Epoch 50 =>: 76%|█████████████████████████████████████████▌ | 161/213 [00:38<00:12, 4.15it/s]
>161, c[0.000,100], d[0.071,0.203], g[5.376]
Training on Epoch 50 =>: 76%|█████████████████████████████████████████▊ | 162/213 [00:39<00:12, 4.15it/s]
>162, c[0.000,100], d[0.235,0.267], g[4.709]
Training on Epoch 50 =>: 77%|██████████████████████████████████████████ | 163/213 [00:39<00:12, 4.15it/s]
>163, c[0.000,100], d[2.867,0.307], g[4.306]
Training on Epoch 50 =>: 77%|██████████████████████████████████████████▎ | 164/213 [00:39<00:11, 4.15it/s]
>164, c[0.000,100], d[0.022,0.099], g[2.742]
Training on Epoch 50 =>: 77%|██████████████████████████████████████████▌ | 165/213 [00:39<00:11, 4.16it/s]
>165, c[0.000,100], d[0.650,0.045], g[2.781]
Training on Epoch 50 =>: 78%|██████████████████████████████████████████▊ | 166/213 [00:40<00:11, 4.15it/s]
>166, c[0.000,100], d[0.095,0.059], g[3.782]
Training on Epoch 50 =>: 78%|███████████████████████████████████████████ | 167/213 [00:40<00:11, 4.14it/s]
>167, c[0.000,100], d[0.000,0.075], g[3.219]
Training on Epoch 50 =>: 79%|███████████████████████████████████████████▍ | 168/213 [00:40<00:10, 4.14it/s]
>168, c[0.000,100], d[0.005,0.228], g[4.602]
Training on Epoch 50 =>: 79%|███████████████████████████████████████████▋ | 169/213 [00:40<00:10, 4.15it/s]
>169, c[0.000,100], d[0.007,0.020], g[5.097]
Training on Epoch 50 =>: 80%|███████████████████████████████████████████▉ | 170/213 [00:41<00:10, 4.15it/s]
>170, c[0.000,100], d[0.119,0.025], g[4.839]
Training on Epoch 50 =>: 80%|████████████████████████████████████████████▏ | 171/213 [00:41<00:10, 4.16it/s]
>171, c[0.000,100], d[0.011,0.060], g[4.172]
Training on Epoch 50 =>: 81%|████████████████████████████████████████████▍ | 172/213 [00:41<00:09, 4.16it/s]
>172, c[0.000,100], d[0.277,0.027], g[4.317]
Training on Epoch 50 =>: 81%|████████████████████████████████████████████▋ | 173/213 [00:41<00:09, 4.15it/s]
>173, c[0.000,100], d[0.005,0.034], g[2.423]
Training on Epoch 50 =>: 82%|████████████████████████████████████████████▉ | 174/213 [00:42<00:09, 4.10it/s]
>174, c[0.000,100], d[0.001,0.068], g[3.739]
Training on Epoch 50 =>: 82%|█████████████████████████████████████████████▏ | 175/213 [00:42<00:09, 4.11it/s]
>175, c[0.000,100], d[0.006,0.039], g[4.398]
Training on Epoch 50 =>: 83%|█████████████████████████████████████████████▍ | 176/213 [00:42<00:08, 4.12it/s]
>176, c[0.000,100], d[0.012,0.051], g[4.191]
Training on Epoch 50 =>: 83%|█████████████████████████████████████████████▋ | 177/213 [00:42<00:08, 4.12it/s]
>177, c[0.000,100], d[0.011,0.010], g[4.262]
Training on Epoch 50 =>: 84%|█████████████████████████████████████████████▉ | 178/213 [00:43<00:08, 4.13it/s]
>178, c[0.001,100], d[0.477,0.032], g[4.202]
Training on Epoch 50 =>: 84%|██████████████████████████████████████████████▏ | 179/213 [00:43<00:08, 4.14it/s]
>179, c[0.000,100], d[0.001,0.070], g[3.731]
Training on Epoch 50 =>: 85%|██████████████████████████████████████████████▍ | 180/213 [00:43<00:07, 4.13it/s]
>180, c[0.000,100], d[0.000,0.058], g[3.803]
Training on Epoch 50 =>: 85%|██████████████████████████████████████████████▋ | 181/213 [00:43<00:07, 4.13it/s]
>181, c[0.000,100], d[0.003,0.035], g[4.118]
Training on Epoch 50 =>: 85%|██████████████████████████████████████████████▉ | 182/213 [00:44<00:07, 4.13it/s]
>182, c[0.000,100], d[0.005,0.234], g[6.320]
Training on Epoch 50 =>: 86%|███████████████████████████████████████████████▎ | 183/213 [00:44<00:07, 4.12it/s]
>183, c[0.000,100], d[0.025,0.004], g[6.056]
Training on Epoch 50 =>: 86%|███████████████████████████████████████████████▌ | 184/213 [00:44<00:07, 4.13it/s]
>184, c[0.000,100], d[0.085,0.004], g[5.954]
Training on Epoch 50 =>: 87%|███████████████████████████████████████████████▊ | 185/213 [00:44<00:06, 4.13it/s]
>185, c[0.000,100], d[0.005,0.008], g[6.378]
Training on Epoch 50 =>: 87%|████████████████████████████████████████████████ | 186/213 [00:45<00:06, 4.14it/s]
>186, c[0.000,100], d[0.000,0.008], g[5.018]
Training on Epoch 50 =>: 88%|████████████████████████████████████████████████▎ | 187/213 [00:45<00:06, 4.15it/s]
>187, c[0.000,100], d[0.017,0.006], g[4.614]
Training on Epoch 50 =>: 88%|████████████████████████████████████████████████▌ | 188/213 [00:45<00:06, 4.13it/s]
>188, c[0.000,100], d[1.001,0.015], g[4.591]
Training on Epoch 50 =>: 89%|████████████████████████████████████████████████▊ | 189/213 [00:45<00:05, 4.14it/s]
>189, c[0.000,100], d[0.033,0.014], g[4.384]
Training on Epoch 50 =>: 89%|█████████████████████████████████████████████████ | 190/213 [00:46<00:05, 4.14it/s]
>190, c[0.000,100], d[0.002,0.039], g[2.535]
Training on Epoch 50 =>: 90%|█████████████████████████████████████████████████▎ | 191/213 [00:46<00:05, 4.15it/s]
>191, c[0.000,100], d[0.000,0.041], g[4.159]
Training on Epoch 50 =>: 90%|█████████████████████████████████████████████████▌ | 192/213 [00:46<00:05, 4.16it/s]
>192, c[0.000,100], d[0.000,0.014], g[5.057]
Training on Epoch 50 =>: 91%|█████████████████████████████████████████████████▊ | 193/213 [00:46<00:04, 4.15it/s]
>193, c[0.000,100], d[0.000,0.024], g[4.888]
Training on Epoch 50 =>: 91%|██████████████████████████████████████████████████ | 194/213 [00:46<00:04, 4.15it/s]
>194, c[0.000,100], d[0.000,0.175], g[6.696]
Training on Epoch 50 =>: 92%|██████████████████████████████████████████████████▎ | 195/213 [00:47<00:04, 4.13it/s]
>195, c[0.000,100], d[0.002,0.024], g[5.232]
Training on Epoch 50 =>: 92%|██████████████████████████████████████████████████▌ | 196/213 [00:47<00:04, 4.14it/s]
>196, c[0.000,100], d[0.063,0.019], g[5.855]
Training on Epoch 50 =>: 92%|██████████████████████████████████████████████████▊ | 197/213 [00:47<00:03, 4.14it/s]
>197, c[0.000,100], d[0.025,0.007], g[5.423]
Training on Epoch 50 =>: 93%|███████████████████████████████████████████████████▏ | 198/213 [00:47<00:03, 4.15it/s]
>198, c[0.000,100], d[0.004,0.015], g[5.227]
Training on Epoch 50 =>: 93%|███████████████████████████████████████████████████▍ | 199/213 [00:48<00:03, 4.15it/s]
>199, c[0.000,100], d[0.098,0.011], g[4.806]
Training on Epoch 50 =>: 94%|███████████████████████████████████████████████████▋ | 200/213 [00:48<00:03, 4.15it/s]
>200, c[0.000,100], d[0.050,0.009], g[4.720]
Training on Epoch 50 =>: 94%|███████████████████████████████████████████████████▉ | 201/213 [00:48<00:02, 4.14it/s]
>201, c[0.000,100], d[0.008,0.009], g[4.186]
Training on Epoch 50 =>: 95%|████████████████████████████████████████████████████▏ | 202/213 [00:48<00:02, 4.12it/s]
>202, c[0.000,100], d[0.063,0.020], g[3.980]
Training on Epoch 50 =>: 95%|████████████████████████████████████████████████████▍ | 203/213 [00:49<00:02, 4.13it/s]
>203, c[0.000,100], d[0.031,0.765], g[5.201]
Training on Epoch 50 =>: 96%|████████████████████████████████████████████████████▋ | 204/213 [00:49<00:02, 4.12it/s]
>204, c[0.000,100], d[0.000,0.007], g[5.991]
Training on Epoch 50 =>: 96%|████████████████████████████████████████████████████▉ | 205/213 [00:49<00:01, 4.11it/s]
>205, c[0.000,100], d[0.011,0.018], g[6.028]
Training on Epoch 50 =>: 97%|█████████████████████████████████████████████████████▏ | 206/213 [00:49<00:01, 4.12it/s]
>206, c[0.000,100], d[0.105,0.021], g[5.188]
Training on Epoch 50 =>: 97%|█████████████████████████████████████████████████████▍ | 207/213 [00:50<00:01, 4.13it/s]
>207, c[0.000,100], d[0.104,0.012], g[4.351]
Training on Epoch 50 =>: 98%|█████████████████████████████████████████████████████▋ | 208/213 [00:50<00:01, 4.13it/s]
>208, c[0.000,100], d[0.000,0.012], g[4.126]
Training on Epoch 50 =>: 98%|█████████████████████████████████████████████████████▉ | 209/213 [00:50<00:00, 4.13it/s]
>209, c[0.000,100], d[0.002,0.094], g[5.222]
Training on Epoch 50 =>: 99%|██████████████████████████████████████████████████████▏| 210/213 [00:50<00:00, 4.13it/s]
>210, c[0.000,100], d[0.039,0.012], g[5.180]
Training on Epoch 50 =>: 99%|██████████████████████████████████████████████████████▍| 211/213 [00:51<00:00, 4.14it/s]
>211, c[0.000,100], d[0.000,0.011], g[4.354]
Training on Epoch 50 =>: 100%|██████████████████████████████████████████████████████▋| 212/213 [00:51<00:00, 4.14it/s]
>212, c[0.000,100], d[0.000,0.007], g[5.316]
Training on Epoch 50 =>: 100%|███████████████████████████████████████████████████████| 213/213 [00:51<00:00, 4.13it/s]
>213, c[0.000,100], d[0.000,0.021], g[5.460]
EPOCHS =>: 100%|████████████████████████████████████████████████████████████████████| 50/50 [2:28:20<00:00, 178.00s/it]
Classifier Accuracy: 100.000%, Precision: 1.000%, Recall: 1.000%
gan_acc,gan_precison,gan_recall,gan_loss = np.array(gan_acc),np.array(gan_precison),np.array(gan_recall),np.array(gan_loss)
fig = go.Figure(data=go.Scatter(
y=history_model_InceptionV3.history["val_accuracy"],
mode='lines+markers',
marker=dict(size=np.array(history_model_InceptionV3.history["val_accuracy"])*15,
color=np.array(history_model_InceptionV3.history["val_accuracy"])*50),
name="IncptionV3"
))
fig.add_trace(go.Scatter(
y=history_custom_model.history["val_accuracy"],
mode='lines+markers',
marker=dict(size=np.array(history_custom_model.history["val_accuracy"])*15,
color=np.array(history_custom_model.history["val_accuracy"])*50),
name="Custom Model"
))
fig.add_trace(go.Scatter(
y=gan_acc,
mode='lines+markers',
marker=dict(size=np.array(gan_acc)*15,
color=np.array(gan_acc)*50),
name="GAN Model"
))
fig.update_layout(title=go.layout.Title(text="Test Accuracy Comparison",
font=go.layout.title.Font(size=25)))
fig.show()
fig = go.Figure(data=go.Scatter(
y=history_model_InceptionV3.history["val_loss"],
mode='lines+markers',
marker=dict(size=np.array(history_model_InceptionV3.history["val_loss"]),
color=np.array(history_model_InceptionV3.history["val_loss"])*50),
name="IncptionV3"
))
fig.add_trace(go.Scatter(
y=history_custom_model.history["val_loss"],
mode='lines+markers',
marker=dict(size=np.array(history_custom_model.history["val_loss"]),
color=np.array(history_custom_model.history["val_loss"])*50),
name="Custom Model"
))
fig.add_trace(go.Scatter(
y=gan_loss,
mode='lines+markers',
marker=dict(size=np.array(gan_loss)*15,
color=np.array(gan_loss)*50),
name="GAN Model"
))
fig.update_layout(title=go.layout.Title(text="Test Loss Comparison",
font=go.layout.title.Font(size=25)))
fig.show()
fig = go.Figure(data=go.Scatter(
y=history_model_InceptionV3.history["precision"],
mode='lines+markers',
marker=dict(size=np.array(history_model_InceptionV3.history["precision"]),
color=np.array(history_model_InceptionV3.history["precision"])*50),
name="IncptionV3"
))
fig.add_trace(go.Scatter(
y=history_custom_model.history["precision_1"],
mode='lines+markers',
marker=dict(size=np.array(history_custom_model.history["precision_1"]),
color=np.array(history_custom_model.history["precision_1"])*50),
name="Custom Model"
))
fig.add_trace(go.Scatter(
y=gan_precison,
mode='lines+markers',
marker=dict(size=np.array(gan_precison)*15,
color=np.array(gan_precison)*50),
name="GAN Model"
))
fig.update_layout(title=go.layout.Title(text="Test Precision Comparison",
font=go.layout.title.Font(size=25)))
fig.show()
fig = go.Figure(data=go.Scatter(
y=history_model_InceptionV3.history["recall"],
mode='lines+markers',
marker=dict(size=np.array(history_model_InceptionV3.history["recall"]),
color=np.array(history_model_InceptionV3.history["recall"])*50),
name="IncptionV3"
))
fig.add_trace(go.Scatter(
y=history_custom_model.history["recall_1"],
mode='lines+markers',
marker=dict(size=np.array(history_custom_model.history["recall_1"]),
color=np.array(history_custom_model.history["recall_1"])*50),
name="Custom Model"
))
fig.add_trace(go.Scatter(
y=gan_recall,
mode='lines+markers',
marker=dict(size=np.array(gan_recall)*15,
color=np.array(gan_recall)*50),
name="GAN Model"
))
fig.update_layout(title=go.layout.Title(text="Test Recall Comparison",
font=go.layout.title.Font(size=25)))
fig.show()